{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "4b40fb8a",
   "metadata": {},
   "source": [
    "### 数据准备-liepin-PM\n",
    "> 1.请求页面准备  \n",
    " 2.找到页面的数据API接口  \n",
    " 3.提供正确的用户请求酬载（payload）  \n",
    " 4.准备请求的headers，增加cookie信息（用户登录之后的cookie），保证数据的合理性  "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ee408ee",
   "metadata": {},
   "source": [
    "### 整理数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "38e1e6e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d8c97969",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>...</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "      <td>0</td>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"recruiterName\":\"梁女士\",\"jobId\":\"49036529\",\"imI...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20230412095614</td>\n",
       "      <td>医药产品经理</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>49036529</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/2051572/</td>\n",
       "      <td>制药</td>\n",
       "      <td>1000-2000人</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>d7754d4d4e4aa4da6dadb487287a091a</td>\n",
       "      <td>2.0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"jobId\":\"58002363\",\"imI...</td>\n",
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       "      <td>20230421104505</td>\n",
       "      <td>电商产品经理</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>58002363</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/9720899/</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>561ff6e28a2e9cb4aa6795a3148228ff</td>\n",
       "      <td>2.0</td>\n",
       "      <td>False</td>\n",
       "      <td>e478580dede58f33b410edb79f6d12d0</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"recruiterName\":\"王女士\",\"jobId\":\"56876529\",\"imI...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20230510113709</td>\n",
       "      <td>Automation Product Manager</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>56876529</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/8506529/</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>王女士</td>\n",
       "      <td>人力资源专员</td>\n",
       "      <td>24c1cab13ef9bc2e801c17c79e240538</td>\n",
       "      <td>2.0</td>\n",
       "      <td>False</td>\n",
       "      <td>57a52ed73fed146b4c632be0178bfd3f</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"recruiterName\":\"李女士\",\"jobId\":\"58230073\",\"imI...</td>\n",
       "      <td>['支付产品', '工具产品', '供应链产品', '产品规划', '产品设计', '需求分...</td>\n",
       "      <td>20230429161907</td>\n",
       "      <td>支付结算产品经理（供应链）</td>\n",
       "      <td>20-40k·16薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>58230073</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/8537928/</td>\n",
       "      <td>消费品</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>李女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>01bdff5bdd175f73bed9c63c695716f7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>False</td>\n",
       "      <td>4cb038ce180249e5b6d6f34ea69aacf8</td>\n",
       "      <td>62201c0397e97d36de7fadb308u.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"recruiterName\":\"李先生\",\"jobId\":\"44389755\",\"imI...</td>\n",
       "      <td>['工具产品', '海外产品']</td>\n",
       "      <td>20230504101816</td>\n",
       "      <td>项目负责人-出海工具</td>\n",
       "      <td>50-60k·18薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>44389755</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>在线社交/媒体</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>李先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>a618aec32f807381e2a6e48d27d32952</td>\n",
       "      <td>2.0</td>\n",
       "      <td>False</td>\n",
       "      <td>7938d3385f4fa15e1077287a6124ac27</td>\n",
       "      <td>61c1856c1fe6ad2b061c38f408u.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>36</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"e225c3f62a005d602599e94...</td>\n",
       "      <td>['AI人工智能产品', 'IT互联网', '人工智能', '用户研究', '需求分析', ...</td>\n",
       "      <td>20221125101339</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>14-17k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>54434179</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/13240331/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>杨女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>e225c3f62a005d602599e94af0746e13</td>\n",
       "      <td>2.0</td>\n",
       "      <td>False</td>\n",
       "      <td>2e7227dee6993722f405701a339a50b5</td>\n",
       "      <td>62a44db9eb7f9e008716ed4208u.png</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>37</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"1fe1f195fb9b578b4036597...</td>\n",
       "      <td>['产品经理', '智能硬件产品', '智能硬件', '车载产品', '行车记录仪']</td>\n",
       "      <td>20230426171852</td>\n",
       "      <td>高级产品经理（硬件产品）</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>51415121</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/12274147/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>王女士</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1fe1f195fb9b578b4036597854bcf58c</td>\n",
       "      <td>2.0</td>\n",
       "      <td>False</td>\n",
       "      <td>3008edc8b1b12656a3c5bc684e468568</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>38</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"694fd92f6c2e08c7e2ff452...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20230209091607</td>\n",
       "      <td>护肤品产品开发经理</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>55885211</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/13413369/</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>麦女士</td>\n",
       "      <td>人事</td>\n",
       "      <td>694fd92f6c2e08c7e2ff452aa21dd897</td>\n",
       "      <td>2.0</td>\n",
       "      <td>False</td>\n",
       "      <td>5c70ee4140549e39609440013bae28b2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>39</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"imId\":\"16c9e99cc7e10c1f062c1b1...</td>\n",
       "      <td>['电商产品', 'IT互联网', '电子商务', '产品设计', '移动端产品', '产品...</td>\n",
       "      <td>20220224164403</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>47448393</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/12677101/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>钟先生</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>16c9e99cc7e10c1f062c1b1ee9c7454d</td>\n",
       "      <td>2.0</td>\n",
       "      <td>False</td>\n",
       "      <td>6b69b564e7d96f6957441703e35c1686</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>800</th>\n",
       "      <td>0</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"3008edc8b1b12656a3c5bc684e468568\",\"...</td>\n",
       "      <td>['嵌入式硬件产品', '产品经理', '硬件产品经理', '硬件产品', '车载产品', ...</td>\n",
       "      <td>20230426171852</td>\n",
       "      <td>嵌入式硬件产品经理</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>51414013</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>https://www.liepin.com/company/12274147/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>王女士</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1fe1f195fb9b578b4036597854bcf58c</td>\n",
       "      <td>2.0</td>\n",
       "      <td>False</td>\n",
       "      <td>3008edc8b1b12656a3c5bc684e468568</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>801 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0                                           dataInfo  \\\n",
       "0             0  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "1             1  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "2             2  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "3             3  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "4             4  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "..          ...                                                ...   \n",
       "796          36  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "797          37  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "798          38  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "799          39  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "800           0  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "\n",
       "                                            dataParams  \\\n",
       "0    {\"recruiterName\":\"梁女士\",\"jobId\":\"49036529\",\"imI...   \n",
       "1    {\"recruiterName\":\"刘女士\",\"jobId\":\"58002363\",\"imI...   \n",
       "2    {\"recruiterName\":\"王女士\",\"jobId\":\"56876529\",\"imI...   \n",
       "3    {\"recruiterName\":\"李女士\",\"jobId\":\"58230073\",\"imI...   \n",
       "4    {\"recruiterName\":\"李先生\",\"jobId\":\"44389755\",\"imI...   \n",
       "..                                                 ...   \n",
       "796  {\"jobKind\":\"2\",\"imId\":\"e225c3f62a005d602599e94...   \n",
       "797  {\"jobKind\":\"2\",\"imId\":\"1fe1f195fb9b578b4036597...   \n",
       "798  {\"jobKind\":\"2\",\"imId\":\"694fd92f6c2e08c7e2ff452...   \n",
       "799  {\"jobKind\":\"2\",\"imId\":\"16c9e99cc7e10c1f062c1b1...   \n",
       "800  {\"userId\":\"3008edc8b1b12656a3c5bc684e468568\",\"...   \n",
       "\n",
       "                                            job.labels  job.refreshTime  \\\n",
       "0                                                   []   20230412095614   \n",
       "1                             ['产品开发', '产品规划', '产品运营']   20230421104505   \n",
       "2                                                   []   20230510113709   \n",
       "3    ['支付产品', '工具产品', '供应链产品', '产品规划', '产品设计', '需求分...   20230429161907   \n",
       "4                                     ['工具产品', '海外产品']   20230504101816   \n",
       "..                                                 ...              ...   \n",
       "796  ['AI人工智能产品', 'IT互联网', '人工智能', '用户研究', '需求分析', ...   20221125101339   \n",
       "797        ['产品经理', '智能硬件产品', '智能硬件', '车载产品', '行车记录仪']   20230426171852   \n",
       "798                                                 []   20230209091607   \n",
       "799  ['电商产品', 'IT互联网', '电子商务', '产品设计', '移动端产品', '产品...   20220224164403   \n",
       "800  ['嵌入式硬件产品', '产品经理', '硬件产品经理', '硬件产品', '车载产品', ...   20230426171852   \n",
       "\n",
       "                      job.title  job.salary  job.dq  job.jobId  job.topJob  \\\n",
       "0                        医药产品经理      15-20k      广州   49036529        True   \n",
       "1                        电商产品经理  10-15k·13薪  广州-越秀区   58002363        True   \n",
       "2    Automation Product Manager  20-40k·13薪  广州-天河区   56876529       False   \n",
       "3                 支付结算产品经理（供应链）  20-40k·16薪  广州-番禺区   58230073       False   \n",
       "4                    项目负责人-出海工具  50-60k·18薪      广州   44389755       False   \n",
       "..                          ...         ...     ...        ...         ...   \n",
       "796                        产品经理      14-17k  广州-天河区   54434179       False   \n",
       "797                高级产品经理（硬件产品）      20-30k  广州-越秀区   51415121       False   \n",
       "798                   护肤品产品开发经理      10-20k  广州-海珠区   55885211       False   \n",
       "799                        产品经理      15-25k      广州   47448393       False   \n",
       "800                   嵌入式硬件产品经理      20-30k  广州-越秀区   51414013       False   \n",
       "\n",
       "     ...                                 comp.link comp.compIndustry  \\\n",
       "0    ...   https://www.liepin.com/company/2051572/                制药   \n",
       "1    ...   https://www.liepin.com/company/9720899/             批发/零售   \n",
       "2    ...   https://www.liepin.com/company/8506529/              医疗器械   \n",
       "3    ...   https://www.liepin.com/company/8537928/               消费品   \n",
       "4    ...                                       NaN           在线社交/媒体   \n",
       "..   ...                                       ...               ...   \n",
       "796  ...  https://www.liepin.com/company/13240331/             计算机软件   \n",
       "797  ...  https://www.liepin.com/company/12274147/             计算机软件   \n",
       "798  ...  https://www.liepin.com/company/13413369/              电子商务   \n",
       "799  ...  https://www.liepin.com/company/12677101/             计算机软件   \n",
       "800  ...  https://www.liepin.com/company/12274147/             计算机软件   \n",
       "\n",
       "    comp.compScale recruiter.recruiterName  recruiter.recruiterTitle  \\\n",
       "0       1000-2000人                     梁女士                       NaN   \n",
       "1           50-99人                     刘女士                      人事经理   \n",
       "2      5000-10000人                     王女士                    人力资源专员   \n",
       "3      5000-10000人                     李女士                        HR   \n",
       "4         100-499人                     李先生                      猎头顾问   \n",
       "..             ...                     ...                       ...   \n",
       "796          1-49人                     杨女士                        HR   \n",
       "797       100-499人                     王女士                       NaN   \n",
       "798         50-99人                     麦女士                        人事   \n",
       "799          1-49人                     钟先生                      人事经理   \n",
       "800       100-499人                     王女士                       NaN   \n",
       "\n",
       "                       recruiter.imId recruiter.imUserType  recruiter.chatted  \\\n",
       "0    d7754d4d4e4aa4da6dadb487287a091a                  2.0              False   \n",
       "1    561ff6e28a2e9cb4aa6795a3148228ff                  2.0              False   \n",
       "2    24c1cab13ef9bc2e801c17c79e240538                  2.0              False   \n",
       "3    01bdff5bdd175f73bed9c63c695716f7                  2.0              False   \n",
       "4    a618aec32f807381e2a6e48d27d32952                  2.0              False   \n",
       "..                                ...                  ...                ...   \n",
       "796  e225c3f62a005d602599e94af0746e13                  2.0              False   \n",
       "797  1fe1f195fb9b578b4036597854bcf58c                  2.0              False   \n",
       "798  694fd92f6c2e08c7e2ff452aa21dd897                  2.0              False   \n",
       "799  16c9e99cc7e10c1f062c1b1ee9c7454d                  2.0              False   \n",
       "800  1fe1f195fb9b578b4036597854bcf58c                  2.0              False   \n",
       "\n",
       "                recruiter.recruiterId         recruiter.recruiterPhoto  \n",
       "0    1cd0965588ebd1dba766278cd27a88c2  5bd962c38e50a3257f7c32d304a.jpg  \n",
       "1    e478580dede58f33b410edb79f6d12d0  5f8f986779c7cc70efbf36c008u.jpg  \n",
       "2    57a52ed73fed146b4c632be0178bfd3f  5f8f98648dbe6273dcf8515508u.jpg  \n",
       "3    4cb038ce180249e5b6d6f34ea69aacf8  62201c0397e97d36de7fadb308u.png  \n",
       "4    7938d3385f4fa15e1077287a6124ac27  61c1856c1fe6ad2b061c38f408u.png  \n",
       "..                                ...                              ...  \n",
       "796  2e7227dee6993722f405701a339a50b5  62a44db9eb7f9e008716ed4208u.png  \n",
       "797  3008edc8b1b12656a3c5bc684e468568  5f8f9865ea60860b75384fa508u.jpg  \n",
       "798  5c70ee4140549e39609440013bae28b2  5f8f9865ea60860b75384fa508u.jpg  \n",
       "799  6b69b564e7d96f6957441703e35c1686  5f8f986aea60860b75384fab08u.jpg  \n",
       "800  3008edc8b1b12656a3c5bc684e468568  5f8f9865ea60860b75384fa508u.jpg  \n",
       "\n",
       "[801 rows x 32 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_excel('liepin_PM_0510.xlsx')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "1b77d020",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 801 entries, 0 to 800\n",
      "Data columns (total 32 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   Unnamed: 0                801 non-null    int64  \n",
      " 1   dataInfo                  801 non-null    object \n",
      " 2   dataParams                801 non-null    object \n",
      " 3   job.labels                801 non-null    object \n",
      " 4   job.refreshTime           801 non-null    int64  \n",
      " 5   job.title                 801 non-null    object \n",
      " 6   job.salary                801 non-null    object \n",
      " 7   job.dq                    801 non-null    object \n",
      " 8   job.jobId                 801 non-null    int64  \n",
      " 9   job.topJob                801 non-null    bool   \n",
      " 10  job.jobKind               801 non-null    int64  \n",
      " 11  job.link                  801 non-null    object \n",
      " 12  job.requireWorkYears      801 non-null    object \n",
      " 13  job.requireEduLevel       801 non-null    object \n",
      " 14  job.pcOuterLink           0 non-null      float64\n",
      " 15  job.h5OuterLink           0 non-null      float64\n",
      " 16  job.dataPromId            801 non-null    object \n",
      " 17  job.advViewFlag           801 non-null    bool   \n",
      " 18  comp.compId               535 non-null    float64\n",
      " 19  comp.compStage            442 non-null    object \n",
      " 20  comp.compLogo             801 non-null    object \n",
      " 21  comp.compName             801 non-null    object \n",
      " 22  comp.link                 534 non-null    object \n",
      " 23  comp.compIndustry         800 non-null    object \n",
      " 24  comp.compScale            786 non-null    object \n",
      " 25  recruiter.recruiterName   801 non-null    object \n",
      " 26  recruiter.recruiterTitle  733 non-null    object \n",
      " 27  recruiter.imId            800 non-null    object \n",
      " 28  recruiter.imUserType      800 non-null    float64\n",
      " 29  recruiter.chatted         801 non-null    bool   \n",
      " 30  recruiter.recruiterId     800 non-null    object \n",
      " 31  recruiter.recruiterPhoto  801 non-null    object \n",
      "dtypes: bool(3), float64(4), int64(4), object(21)\n",
      "memory usage: 183.9+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47e1475b",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d7cc208c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "750ed860",
   "metadata": {},
   "source": [
    "### 筛选存在数据分析价值的列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "3b510a1a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compScale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230412095614</td>\n",
       "      <td>医药产品经理</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>True</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>康芝药业股份有限公司</td>\n",
       "      <td>制药</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>['产品开发', '产品规划', '产品运营']</td>\n",
       "      <td>20230421104505</td>\n",
       "      <td>电商产品经理</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>True</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州愚记贸易有限公司</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230510113709</td>\n",
       "      <td>Automation Product Manager</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>丹纳赫</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>['支付产品', '工具产品', '供应链产品', '产品规划', '产品设计', '需求分...</td>\n",
       "      <td>20230429161907</td>\n",
       "      <td>支付结算产品经理（供应链）</td>\n",
       "      <td>20-40k·16薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>上海寻梦信息技术有限公司</td>\n",
       "      <td>消费品</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>['工具产品', '海外产品']</td>\n",
       "      <td>20230504101816</td>\n",
       "      <td>项目负责人-出海工具</td>\n",
       "      <td>50-60k·18薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>不需要融资</td>\n",
       "      <td>某广州在线社交/媒体公司</td>\n",
       "      <td>在线社交/媒体</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>['AI人工智能产品', 'IT互联网', '人工智能', '用户研究', '需求分析', ...</td>\n",
       "      <td>20221125101339</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>14-17k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>广州接入信息科技有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>797</th>\n",
       "      <td>['产品经理', '智能硬件产品', '智能硬件', '车载产品', '行车记录仪']</td>\n",
       "      <td>20230426171852</td>\n",
       "      <td>高级产品经理（硬件产品）</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>大专</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>中视信息</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>798</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230209091607</td>\n",
       "      <td>护肤品产品开发经理</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州娇肤兰科技有限公司</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>799</th>\n",
       "      <td>['电商产品', 'IT互联网', '电子商务', '产品设计', '移动端产品', '产品...</td>\n",
       "      <td>20220224164403</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>大专</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>广东速狐信息科技有限公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>800</th>\n",
       "      <td>['嵌入式硬件产品', '产品经理', '硬件产品经理', '硬件产品', '车载产品', ...</td>\n",
       "      <td>20230426171852</td>\n",
       "      <td>嵌入式硬件产品经理</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>大专</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>中视信息</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>801 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            job.labels  job.refreshTime  \\\n",
       "0                                                   []   20230412095614   \n",
       "1                             ['产品开发', '产品规划', '产品运营']   20230421104505   \n",
       "2                                                   []   20230510113709   \n",
       "3    ['支付产品', '工具产品', '供应链产品', '产品规划', '产品设计', '需求分...   20230429161907   \n",
       "4                                     ['工具产品', '海外产品']   20230504101816   \n",
       "..                                                 ...              ...   \n",
       "796  ['AI人工智能产品', 'IT互联网', '人工智能', '用户研究', '需求分析', ...   20221125101339   \n",
       "797        ['产品经理', '智能硬件产品', '智能硬件', '车载产品', '行车记录仪']   20230426171852   \n",
       "798                                                 []   20230209091607   \n",
       "799  ['电商产品', 'IT互联网', '电子商务', '产品设计', '移动端产品', '产品...   20220224164403   \n",
       "800  ['嵌入式硬件产品', '产品经理', '硬件产品经理', '硬件产品', '车载产品', ...   20230426171852   \n",
       "\n",
       "                      job.title  job.salary  job.dq  job.topJob  \\\n",
       "0                        医药产品经理      15-20k      广州        True   \n",
       "1                        电商产品经理  10-15k·13薪  广州-越秀区        True   \n",
       "2    Automation Product Manager  20-40k·13薪  广州-天河区       False   \n",
       "3                 支付结算产品经理（供应链）  20-40k·16薪  广州-番禺区       False   \n",
       "4                    项目负责人-出海工具  50-60k·18薪      广州       False   \n",
       "..                          ...         ...     ...         ...   \n",
       "796                        产品经理      14-17k  广州-天河区       False   \n",
       "797                高级产品经理（硬件产品）      20-30k  广州-越秀区       False   \n",
       "798                   护肤品产品开发经理      10-20k  广州-海珠区       False   \n",
       "799                        产品经理      15-25k      广州       False   \n",
       "800                   嵌入式硬件产品经理      20-30k  广州-越秀区       False   \n",
       "\n",
       "    job.requireWorkYears job.requireEduLevel comp.compStage comp.compName  \\\n",
       "0                  5-10年                统招本科         沪深A股上市    康芝药业股份有限公司   \n",
       "1                   1-3年                  大专            NaN    广州愚记贸易有限公司   \n",
       "2                  5-10年                  本科            NaN           丹纳赫   \n",
       "3                   1-3年                统招本科            已上市  上海寻梦信息技术有限公司   \n",
       "4                   3-5年               本科及以上          不需要融资  某广州在线社交/媒体公司   \n",
       "..                   ...                 ...            ...           ...   \n",
       "796                 3-5年                  本科          融资未公开  广州接入信息科技有限公司   \n",
       "797                5-10年                  大专          融资未公开          中视信息   \n",
       "798                 3-5年                  大专            NaN   广州娇肤兰科技有限公司   \n",
       "799                5-10年                  大专          融资未公开  广东速狐信息科技有限公司   \n",
       "800                5-10年                  大专          融资未公开          中视信息   \n",
       "\n",
       "    comp.compIndustry comp.compScale  \n",
       "0                  制药     1000-2000人  \n",
       "1               批发/零售         50-99人  \n",
       "2                医疗器械    5000-10000人  \n",
       "3                 消费品    5000-10000人  \n",
       "4             在线社交/媒体       100-499人  \n",
       "..                ...            ...  \n",
       "796             计算机软件          1-49人  \n",
       "797             计算机软件       100-499人  \n",
       "798              电子商务         50-99人  \n",
       "799             计算机软件          1-49人  \n",
       "800             计算机软件       100-499人  \n",
       "\n",
       "[801 rows x 12 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz =  df[['job.labels','job.refreshTime','job.title','job.salary','job.dq','job.topJob','job.requireWorkYears','job.requireEduLevel','comp.compStage','comp.compName','comp.compIndustry','comp.compScale']]\n",
    "df_PM_gz"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd0bc517",
   "metadata": {},
   "source": [
    "### 广州的PM地区分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "38ce54a2",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "广州        275\n",
       "广州-天河区    155\n",
       "广州-黄埔区    102\n",
       "广州-海珠区     76\n",
       "广州-番禺区     71\n",
       "广州-越秀区     46\n",
       "广州-白云区     43\n",
       "广州-南沙区     15\n",
       "广州-荔湾区      9\n",
       "广州-花都区      5\n",
       "广州-增城区      4\n",
       "Name: job.dq, dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.dq'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "cae04fd5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['天河区', '黄埔区', '海珠区', '番禺区', '越秀区', '白云区', '南沙区', '荔湾区', '花都区', '增城区']"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州地区 = [  i.split('-')[1]       for i in df_PM_gz['job.dq'].value_counts().index.tolist()[1:]]\n",
    "广州地区"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5e70d94d",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[155, 102, 76, 71, 46, 43, 15, 9, 5, 4]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州_岗位个数 = df_PM_gz['job.dq'].value_counts().values.tolist()[1:]\n",
    "广州_岗位个数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "76adceb9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min', '广州':'https://assets.pyecharts.org/assets/v5/maps/guang3_dong1_guang3_zhou1'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"4913df43ab84481cbd657b11be75eb49\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts', '广州'], function(echarts) {\n",
       "                var chart_4913df43ab84481cbd657b11be75eb49 = echarts.init(\n",
       "                    document.getElementById('4913df43ab84481cbd657b11be75eb49'), 'white', {renderer: 'canvas'});\n",
       "                var option_4913df43ab84481cbd657b11be75eb49 = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"map\",\n",
       "            \"name\": \"\\u5546\\u5bb6A\",\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"map\": \"\\u5e7f\\u5dde\",\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u5929\\u6cb3\\u533a\",\n",
       "                    \"value\": 155\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ec4\\u57d4\\u533a\",\n",
       "                    \"value\": 102\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6d77\\u73e0\\u533a\",\n",
       "                    \"value\": 76\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u756a\\u79ba\\u533a\",\n",
       "                    \"value\": 71\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8d8a\\u79c0\\u533a\",\n",
       "                    \"value\": 46\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u767d\\u4e91\\u533a\",\n",
       "                    \"value\": 43\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5357\\u6c99\\u533a\",\n",
       "                    \"value\": 15\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8354\\u6e7e\\u533a\",\n",
       "                    \"value\": 9\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u82b1\\u90fd\\u533a\",\n",
       "                    \"value\": 5\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u589e\\u57ce\\u533a\",\n",
       "                    \"value\": 4\n",
       "                }\n",
       "            ],\n",
       "            \"roam\": true,\n",
       "            \"aspectScale\": 0.75,\n",
       "            \"nameProperty\": \"name\",\n",
       "            \"selectedMode\": false,\n",
       "            \"zoom\": 1,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"mapValueCalculation\": \"sum\",\n",
       "            \"showLegendSymbol\": true,\n",
       "            \"emphasis\": {}\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u5546\\u5bb6A\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"Map-\\u5e7f\\u5dde\\u5730\\u56fe\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ],\n",
       "    \"visualMap\": {\n",
       "        \"show\": true,\n",
       "        \"type\": \"continuous\",\n",
       "        \"min\": 0,\n",
       "        \"max\": 100,\n",
       "        \"inRange\": {\n",
       "            \"color\": [\n",
       "                \"#50a3ba\",\n",
       "                \"#eac763\",\n",
       "                \"#d94e5d\"\n",
       "            ]\n",
       "        },\n",
       "        \"calculable\": true,\n",
       "        \"inverse\": false,\n",
       "        \"splitNumber\": 5,\n",
       "        \"hoverLink\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"padding\": 5,\n",
       "        \"showLabel\": true,\n",
       "        \"itemWidth\": 20,\n",
       "        \"itemHeight\": 140,\n",
       "        \"borderWidth\": 0\n",
       "    }\n",
       "};\n",
       "                chart_4913df43ab84481cbd657b11be75eb49.setOption(option_4913df43ab84481cbd657b11be75eb49);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x1cd7040edc0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 可视化：以可视化工具数据形态符合的数据进行输入\n",
    "# 安装pyecharts参考链接:https://zhuanlan.zhihu.com/p/128644901\n",
    "\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Map()\n",
    "    .add(\"商家A\", [list(z) for z in zip(广州地区, 广州_岗位个数)], \"广州\")\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"Map-广州地图\"), visualmap_opts=opts.VisualMapOpts()\n",
    "    )\n",
    "    \n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3854acc0",
   "metadata": {},
   "source": [
    "### job.labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "9282b9a3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                                                     []\n",
       "1                               ['产品开发', '产品规划', '产品运营']\n",
       "2                                                     []\n",
       "3      ['支付产品', '工具产品', '供应链产品', '产品规划', '产品设计', '需求分...\n",
       "4                                       ['工具产品', '海外产品']\n",
       "                             ...                        \n",
       "796    ['AI人工智能产品', 'IT互联网', '人工智能', '用户研究', '需求分析', ...\n",
       "797          ['产品经理', '智能硬件产品', '智能硬件', '车载产品', '行车记录仪']\n",
       "798                                                   []\n",
       "799    ['电商产品', 'IT互联网', '电子商务', '产品设计', '移动端产品', '产品...\n",
       "800    ['嵌入式硬件产品', '产品经理', '硬件产品经理', '硬件产品', '车载产品', ...\n",
       "Name: job.labels, Length: 801, dtype: object"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.labels']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "124951fc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]                                                                                       153\n",
       "['产品设计']                                                                                  10\n",
       "['数据分析']                                                                                   9\n",
       "['数据产品', 'IT互联网', '数据分析', '用户研究', '产品设计']                                                  7\n",
       "['硬件产品', '商业产品', '策略产品', '硬件系统集成', '用户研究', '产品规划', '市场调研', '竞品分析', '团队管理']                 5\n",
       "                                                                                        ... \n",
       "['云网编排', '电信']                                                                             1\n",
       "['供应链产品', '定价/竞价产品', '数据产品', 'IT互联网', '产品设计', '产品规划', '原型设计', '交互设计', '用户研究', '竞品分析']      1\n",
       "['大健康', '干细胞', '产品分析']                                                                     1\n",
       "['策略产品', '产品优化', '需求分析', '产品规划', '团队管理']                                                   1\n",
       "['数据产品', '平台产品', '工具产品', '人工智能', '产品设计', 'Axure', '流程设计', '墨刀', 'Visio', '产品规划']           1\n",
       "Name: job.labels, Length: 581, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.labels'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "d6d32371",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['产品开发',\n",
       " '产品规划',\n",
       " '产品运营',\n",
       " '支付产品',\n",
       " '工具产品',\n",
       " '供应链产品',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '数据分析',\n",
       " '财务产品',\n",
       " 'to B',\n",
       " '工具产品',\n",
       " '海外产品',\n",
       " 'to C',\n",
       " '电子商务',\n",
       " '消费品',\n",
       " '金融产品',\n",
       " '商业产品',\n",
       " 'IT互联网',\n",
       " '金融行业',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '团队管理',\n",
       " 'EAM系统',\n",
       " 'EHS系统',\n",
       " '碳排放',\n",
       " '绿色能源',\n",
       " '产品规划',\n",
       " '制造业',\n",
       " '能源管理',\n",
       " '工具产品',\n",
       " '团队管理',\n",
       " '产品规划',\n",
       " '中台产品',\n",
       " '平台产品',\n",
       " '便利店',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '市场营销',\n",
       " '产品管理',\n",
       " '产品开发',\n",
       " '平台产品',\n",
       " '产品规划',\n",
       " '市场调研',\n",
       " '中台产品',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " 'to C',\n",
       " '用户中心',\n",
       " '定价/竞价产品',\n",
       " '数据产品',\n",
       " '策略产品',\n",
       " 'OA产品',\n",
       " '平台产品',\n",
       " '产品规划',\n",
       " '用户研究',\n",
       " '市场调研',\n",
       " '竞品分析',\n",
       " '团队管理',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '海外产品',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '竞品分析',\n",
       " '内容产品',\n",
       " '短视频',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '产品优化',\n",
       " '产品规划',\n",
       " '数据分析',\n",
       " '数据产品',\n",
       " '计算机软件',\n",
       " 'IT互联网',\n",
       " '教育行业',\n",
       " '化学化工',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '团队管理',\n",
       " 'SaaS产品',\n",
       " 'SaaS系统',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '团队管理',\n",
       " '人力资源服务',\n",
       " 'HRM系统',\n",
       " 'HRIS',\n",
       " '人力资源数字化',\n",
       " '传感器',\n",
       " '模拟芯片',\n",
       " '数字芯片',\n",
       " 'SFA系统',\n",
       " '产品经理',\n",
       " '英文口语',\n",
       " '固定收益',\n",
       " '固收系统',\n",
       " '中台产品',\n",
       " '平台产品',\n",
       " '电商产品',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '团队管理',\n",
       " '用户研究',\n",
       " '需求管理',\n",
       " '金融行业',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " 'to B',\n",
       " '金融产品',\n",
       " '固收',\n",
       " '估值',\n",
       " '交易产品',\n",
       " '风控产品',\n",
       " '支付产品',\n",
       " '数据产品',\n",
       " '策略产品',\n",
       " 'SaaS系统',\n",
       " '支付行业',\n",
       " '计算机软件',\n",
       " '产品设计',\n",
       " 'Axure',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " '风控产品',\n",
       " '平台产品',\n",
       " '产品设计',\n",
       " '团队管理',\n",
       " '企业服务',\n",
       " '工具产品',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '竞品分析',\n",
       " '平台产品',\n",
       " '消费品',\n",
       " '团队管理',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '需求管理',\n",
       " '产品优化',\n",
       " '市场调研',\n",
       " '数据分析',\n",
       " 'OA产品',\n",
       " '策略产品',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " '市场调研',\n",
       " '产品优化',\n",
       " '竞品分析',\n",
       " '团队管理',\n",
       " '医疗器械',\n",
       " '医药',\n",
       " '市场营销',\n",
       " '客户关系',\n",
       " '产品经理',\n",
       " '化妆品',\n",
       " '消费品',\n",
       " '产品开发',\n",
       " '化妆品',\n",
       " '消费品',\n",
       " '产品开发',\n",
       " '供应链产品',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '原型设计',\n",
       " '流程设计',\n",
       " '产品规划',\n",
       " '市场调研',\n",
       " '团队管理',\n",
       " '社交产品',\n",
       " '社区产品',\n",
       " '社交网络',\n",
       " '数据分析',\n",
       " '需求分析',\n",
       " '用户研究',\n",
       " '数据产品',\n",
       " '硬件产品',\n",
       " '计算机软件',\n",
       " '智能硬件',\n",
       " '企业服务',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '竞品分析',\n",
       " '需求分析',\n",
       " '用户研究',\n",
       " '供应链产品',\n",
       " '跨境电商',\n",
       " '物流产品规划',\n",
       " '库存管理',\n",
       " '平台产品',\n",
       " '消费品',\n",
       " '团队管理',\n",
       " '用户研究',\n",
       " '需求管理',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '市场调研',\n",
       " '数据分析',\n",
       " '工具产品',\n",
       " '效率办公',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '团队管理',\n",
       " '产品设计',\n",
       " '供应链产品',\n",
       " '电商产品',\n",
       " 'IT互联网',\n",
       " 'O2O',\n",
       " '批发/零售',\n",
       " '生活服务',\n",
       " 'to C',\n",
       " '产品规划',\n",
       " '硬件产品',\n",
       " '电商产品',\n",
       " '硬件系统集成',\n",
       " '家电行业',\n",
       " '智能硬件',\n",
       " '需求挖掘',\n",
       " '产品优化',\n",
       " '市场调研',\n",
       " '团队管理',\n",
       " '风控产品',\n",
       " '工具产品',\n",
       " '安全产品',\n",
       " '平台产品',\n",
       " '电商产品',\n",
       " '内容产品',\n",
       " '策略产品',\n",
       " '电子商务',\n",
       " '安保行业',\n",
       " 'IT互联网',\n",
       " '985',\n",
       " '211',\n",
       " '技术经理',\n",
       " '泌尿外科',\n",
       " '硬件产品',\n",
       " '工具产品',\n",
       " '数据产品',\n",
       " '硬件系统集成',\n",
       " '智能硬件',\n",
       " 'SaaS系统',\n",
       " '汽车行业',\n",
       " '物流快递',\n",
       " '人工智能',\n",
       " 'to B',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '跨境电商',\n",
       " 'ERP系统',\n",
       " 'to C',\n",
       " '供应链产品',\n",
       " '交互设计',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " 'AI人工智能产品',\n",
       " '数据产品',\n",
       " '中台产品',\n",
       " '人工智能',\n",
       " 'IT互联网',\n",
       " '团队管理',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '产品优化',\n",
       " '需求分析',\n",
       " 'CRM产品',\n",
       " 'to B',\n",
       " '需求分析',\n",
       " '用户研究',\n",
       " '市场调研',\n",
       " '竞品分析',\n",
       " '消费品',\n",
       " '化妆品',\n",
       " '需求调研',\n",
       " '流程设计',\n",
       " '数据备份',\n",
       " '存储',\n",
       " '灾容',\n",
       " '工具产品',\n",
       " '商业化产品',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '电子商务',\n",
       " 'Axure',\n",
       " '用户研究',\n",
       " '需求分析',\n",
       " '产品规划',\n",
       " '交互设计',\n",
       " 'Xmind',\n",
       " '小程序产品',\n",
       " '数据分析',\n",
       " '企业服务',\n",
       " '产品规划',\n",
       " '教育产品',\n",
       " 'to C',\n",
       " 'to B',\n",
       " '大屏幕显示系统',\n",
       " '办公软件产品',\n",
       " '云桌面',\n",
       " '中台产品',\n",
       " '平台产品',\n",
       " '财务产品',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '信创',\n",
       " '国产化',\n",
       " '规划',\n",
       " '产品规划',\n",
       " '金融产品',\n",
       " 'to B',\n",
       " 'web端产品',\n",
       " '金融产品',\n",
       " '数据产品',\n",
       " '国产化',\n",
       " '信创',\n",
       " '生态产品',\n",
       " '云桌面',\n",
       " '数据产品',\n",
       " '游戏行业',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '需求分析',\n",
       " 'K12教育',\n",
       " '需求分析',\n",
       " '产品设计',\n",
       " '需求管理',\n",
       " '教育行业',\n",
       " 'b端产品',\n",
       " '用户增长',\n",
       " '策略产品',\n",
       " '数据分析',\n",
       " '内容产品',\n",
       " 'C端产品',\n",
       " '增长黑客',\n",
       " '私域增长',\n",
       " '新零售',\n",
       " '直播/视频产品',\n",
       " '语音产品',\n",
       " '社交产品',\n",
       " '商业产品',\n",
       " '策略产品',\n",
       " '客户端产品',\n",
       " '直播',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '增长产品',\n",
       " '数据产品',\n",
       " '期货证券',\n",
       " '数据分析',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '竞品分析',\n",
       " '宠物电子',\n",
       " '个人护理',\n",
       " '美容仪',\n",
       " '桌面办公',\n",
       " '平板',\n",
       " '消费电子',\n",
       " '供应链产品',\n",
       " '电商产品',\n",
       " '平台产品',\n",
       " '批发/零售',\n",
       " '团队管理',\n",
       " '产品设计',\n",
       " '产品优化',\n",
       " '用户研究',\n",
       " '硬件产品',\n",
       " '硬件系统集成',\n",
       " '汽车行业',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '产品规划',\n",
       " '市场调研',\n",
       " '交互设计',\n",
       " '中台产品',\n",
       " '平台产品',\n",
       " 'ssp',\n",
       " 'dsp',\n",
       " 'sdk',\n",
       " '数据分析',\n",
       " '产品设计',\n",
       " '中台产品',\n",
       " '商业产品',\n",
       " '需求分析',\n",
       " '市场调研',\n",
       " '竞品分析',\n",
       " '医疗行业',\n",
       " '信息化管理',\n",
       " '产品设计',\n",
       " '产品研发',\n",
       " '产品规划',\n",
       " '调度策略产品',\n",
       " '需求挖掘',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '数据产品',\n",
       " '计算机软件',\n",
       " 'IT互联网',\n",
       " '化学化工',\n",
       " '教育行业',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " '团队管理',\n",
       " '数据分析',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '产品经理',\n",
       " 'CRM产品',\n",
       " 'CRM系统',\n",
       " 'B端产品',\n",
       " '客户关系管理系统',\n",
       " '经销渠道管理',\n",
       " '中医',\n",
       " '中药',\n",
       " '医疗行业',\n",
       " '市场调研',\n",
       " '专家网络建设',\n",
       " '处方药',\n",
       " '供应链产品',\n",
       " '电商产品',\n",
       " 'ERP产品',\n",
       " '中台产品',\n",
       " '消费品',\n",
       " 'to C',\n",
       " '中台产品',\n",
       " '平台产品',\n",
       " '供应链产品',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '企业服务',\n",
       " '客户端产品',\n",
       " '硬件产品',\n",
       " '计算机软件',\n",
       " '教育行业',\n",
       " '高职教育',\n",
       " '实业实训',\n",
       " '教育白板',\n",
       " '智慧课堂',\n",
       " '教学管理',\n",
       " '产品规划',\n",
       " '策略产品',\n",
       " '通讯/网络设备',\n",
       " '硬件系统集成',\n",
       " 'to C',\n",
       " '需求分析',\n",
       " '用户研究',\n",
       " '市场调研',\n",
       " '产品设计',\n",
       " '原型设计',\n",
       " '产品规划',\n",
       " 'saas产品',\n",
       " '增长产品',\n",
       " 'to B',\n",
       " 'to C',\n",
       " '小程序产品',\n",
       " 'H5端产品',\n",
       " '移动端产品',\n",
       " 'web端产品',\n",
       " '市场调研',\n",
       " '客户端产品',\n",
       " '医疗行业',\n",
       " '市场调研',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " '团队管理',\n",
       " '中成药',\n",
       " '产品推广',\n",
       " '学术推广',\n",
       " '供应链产品',\n",
       " '硬件产品',\n",
       " 'IT互联网',\n",
       " '智能硬件',\n",
       " '电子商务',\n",
       " '金融行业',\n",
       " '移动端产品',\n",
       " '用户研究',\n",
       " '产品优化',\n",
       " '产品经理',\n",
       " '水稻产品',\n",
       " '企业服务',\n",
       " '原型设计',\n",
       " '需求分析',\n",
       " '竞品分析',\n",
       " 'web端产品',\n",
       " '市场调研',\n",
       " '流程设计',\n",
       " '计算机软件',\n",
       " '智能硬件',\n",
       " 'IT互联网',\n",
       " '逆变器',\n",
       " '储能',\n",
       " 'UPS',\n",
       " '海外市场',\n",
       " 'roadmap',\n",
       " '商品管理',\n",
       " '产品企划',\n",
       " '商品运营',\n",
       " '数据分析',\n",
       " '需求分析',\n",
       " '增长产品',\n",
       " '策略产品',\n",
       " '产品优化',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " '数据分析',\n",
       " '游戏',\n",
       " '教育行业',\n",
       " '计算机软件',\n",
       " '产品规划',\n",
       " '产品优化',\n",
       " '用户研究',\n",
       " '竞品分析',\n",
       " 'to C',\n",
       " '平台产品',\n",
       " 'IT互联网',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '市场调研',\n",
       " '数据分析',\n",
       " '团队管理',\n",
       " '需求调研',\n",
       " '团队管理',\n",
       " '产品规划',\n",
       " '产品优化',\n",
       " '市场调研',\n",
       " '需求分析',\n",
       " '需求分析',\n",
       " 'axure',\n",
       " 'visio',\n",
       " 'xmind',\n",
       " '证券类',\n",
       " '硬件产品',\n",
       " '智能硬件',\n",
       " '硬件系统集成',\n",
       " '教育行业',\n",
       " 'AI人工智能产品',\n",
       " '数据产品',\n",
       " '策略产品',\n",
       " '推荐产品',\n",
       " '工具产品',\n",
       " '人工智能',\n",
       " '团队管理',\n",
       " '产品规划',\n",
       " '采购',\n",
       " '物流快递',\n",
       " '团队管理',\n",
       " '需求管理',\n",
       " '产品设计',\n",
       " '产品设计',\n",
       " '化妆品',\n",
       " 'to B',\n",
       " '产品规划',\n",
       " '团队管理',\n",
       " '产品优化',\n",
       " '市场调研',\n",
       " '数据产品',\n",
       " '内容产品',\n",
       " '音乐行业',\n",
       " '团队管理',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '需求挖掘',\n",
       " '中台产品',\n",
       " '平台产品',\n",
       " '电商产品',\n",
       " '直播',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '投资产品',\n",
       " 'IT互联网',\n",
       " '皮革/纺织/服装',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '流程设计',\n",
       " '竞品分析',\n",
       " '交互设计',\n",
       " '团队管理',\n",
       " '支付产品',\n",
       " '定价/竞价产品',\n",
       " '策略产品',\n",
       " '支付行业',\n",
       " '聚合支付',\n",
       " '产品规划',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '音视频产品',\n",
       " '会议平板',\n",
       " '智能硬件',\n",
       " '消费电子',\n",
       " '整机产品',\n",
       " 'ODM/OEM管理',\n",
       " '管理经验',\n",
       " '智能硬件',\n",
       " '人工智能',\n",
       " '产品规划',\n",
       " '团队管理',\n",
       " '数据产品',\n",
       " '计算机软件',\n",
       " 'IT互联网',\n",
       " '化学化工',\n",
       " '教育行业',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '数据分析',\n",
       " '团队管理',\n",
       " '数据产品',\n",
       " '工具产品',\n",
       " '平台产品',\n",
       " '供应链产品',\n",
       " '数据分析',\n",
       " '团队管理',\n",
       " '活动策划',\n",
       " '市场推广',\n",
       " '效果评估',\n",
       " '市场调研分析',\n",
       " '硬件产品',\n",
       " '海外产品',\n",
       " '人工智能',\n",
       " '硬件系统集成',\n",
       " '智能硬件',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '竞品分析',\n",
       " '需求分析',\n",
       " '无人机',\n",
       " '无人机载荷',\n",
       " '激光雷达',\n",
       " '光学相机',\n",
       " '需求分析',\n",
       " 'IT互联网',\n",
       " '需求分析',\n",
       " '市场调研',\n",
       " '医疗行业',\n",
       " '团队管理',\n",
       " '推荐产品',\n",
       " '策略产品',\n",
       " 'AI人工智能产品',\n",
       " '算法模型产品',\n",
       " '前端展示产品',\n",
       " '消费品',\n",
       " '批发/零售',\n",
       " '化妆品',\n",
       " '算法开发',\n",
       " 'AI应用',\n",
       " '活动策划',\n",
       " '市场推广',\n",
       " '效果评估',\n",
       " '市场调研分析',\n",
       " '化妆品',\n",
       " '护肤品',\n",
       " '市场调研',\n",
       " '竞品分析',\n",
       " '策略产品',\n",
       " 'to B',\n",
       " '产品规划',\n",
       " '需求分析',\n",
       " '产品优化',\n",
       " '团队管理',\n",
       " '户用储能',\n",
       " '光伏逆变器',\n",
       " '交易产品',\n",
       " '工具产品',\n",
       " '金融产品',\n",
       " '数据产品',\n",
       " '金融行业',\n",
       " '需求分析',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '团队管理',\n",
       " '产品设计',\n",
       " '生物工程',\n",
       " '试剂',\n",
       " '微生物研究',\n",
       " '制药企业',\n",
       " '生物企业',\n",
       " '策略产品',\n",
       " '产品规划',\n",
       " '市场调研',\n",
       " '硬件产品',\n",
       " '需求挖掘',\n",
       " '交互云屏产品',\n",
       " 'MRD',\n",
       " 'PRD',\n",
       " '智能硬件产品',\n",
       " '硬件产品',\n",
       " '商显',\n",
       " '显示屏',\n",
       " '云屏整机产品',\n",
       " '电视机',\n",
       " '大屏',\n",
       " 'IT互联网',\n",
       " '用户研究',\n",
       " '市场调研',\n",
       " '团队管理',\n",
       " '产品规划',\n",
       " '产品优化',\n",
       " '市场调研',\n",
       " '需求分析',\n",
       " '电子商务',\n",
       " '产品规划',\n",
       " 'to C',\n",
       " '供应链产品',\n",
       " 'K12教育',\n",
       " '教育行业',\n",
       " '硬件产品',\n",
       " '软件产品',\n",
       " '中台产品',\n",
       " '平台产品',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '数据产品',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " '团队管理',\n",
       " '策略产品',\n",
       " '数据产品',\n",
       " '医疗设备/器械',\n",
       " '医疗行业',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '竞品分析',\n",
       " '用户研究',\n",
       " '产品优化',\n",
       " '市场调研',\n",
       " '化妆品',\n",
       " '护肤品',\n",
       " '美妆产品',\n",
       " '快消品',\n",
       " '云网编排',\n",
       " '电信',\n",
       " '策略产品',\n",
       " '数据产品',\n",
       " '供应链产品',\n",
       " 'IT互联网',\n",
       " '产品规划',\n",
       " '竞品分析',\n",
       " '产品优化',\n",
       " '用户研究',\n",
       " '智能载荷',\n",
       " '视觉感知系统',\n",
       " '无人驾驶',\n",
       " '平台产品',\n",
       " '中台产品',\n",
       " 'SaaS产品',\n",
       " 'SaaS系统',\n",
       " 'to B',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '用户研究',\n",
       " '产品优化',\n",
       " '流程设计',\n",
       " '生物科技',\n",
       " 'to C',\n",
       " '移动端产品',\n",
       " 'IT互联网',\n",
       " '数据产品',\n",
       " '商业产品',\n",
       " 'to C',\n",
       " 'to B',\n",
       " 'web端产品',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " '移动端产品',\n",
       " '需求调研',\n",
       " '企业服务',\n",
       " '智能硬件',\n",
       " '海外产品',\n",
       " '汽车中控',\n",
       " '集控物联网',\n",
       " '办公会议',\n",
       " '增长产品',\n",
       " '团队管理',\n",
       " '产品规划',\n",
       " '产品优化',\n",
       " '市场调研',\n",
       " '需求分析',\n",
       " '策略产品',\n",
       " '搜索产品',\n",
       " '医疗行业',\n",
       " '需求分析',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " 'Xmind',\n",
       " 'Mockplus',\n",
       " '数据分析',\n",
       " '数据产品',\n",
       " '墨刀',\n",
       " 'Axure',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '证券从业',\n",
       " '基金从业',\n",
       " '年度体检',\n",
       " '周末双休',\n",
       " '带薪年假',\n",
       " '数据产品',\n",
       " '消费品',\n",
       " '食品饮料',\n",
       " '竞品分析',\n",
       " '需求调研',\n",
       " '产品规划',\n",
       " '市场调研',\n",
       " '用户研究',\n",
       " '团队管理',\n",
       " '英语',\n",
       " '市场推广',\n",
       " '市场拓展',\n",
       " '渠道策划',\n",
       " '市场策划',\n",
       " '市场调研分析',\n",
       " '乙方公司背景',\n",
       " 'to B',\n",
       " '大客户',\n",
       " '无销售性质',\n",
       " '工具产品',\n",
       " '商业产品',\n",
       " '策略产品',\n",
       " 'to C',\n",
       " '团队管理',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '交互设计',\n",
       " 'axure',\n",
       " 'xmind',\n",
       " 'b端产品',\n",
       " '需求分析',\n",
       " '产品规划',\n",
       " '数据产品',\n",
       " '金融产品',\n",
       " '投资产品',\n",
       " 'IT互联网',\n",
       " '计算机软件',\n",
       " '智慧城市',\n",
       " '金融理财/贷款',\n",
       " '金融行业',\n",
       " '包食宿',\n",
       " '五险一金',\n",
       " '晋升空间大',\n",
       " '零食下午茶',\n",
       " 'excel',\n",
       " 'word',\n",
       " '金融行业',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '产品规划',\n",
       " '金融产品',\n",
       " '工具产品',\n",
       " '交易产品',\n",
       " 'IT互联网',\n",
       " '金融行业',\n",
       " '期货证券',\n",
       " '产品设计',\n",
       " '产品优化',\n",
       " 'Axure',\n",
       " '产品规划',\n",
       " '客户端产品',\n",
       " 'IT互联网',\n",
       " '数据产品',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '用户研究',\n",
       " '流程设计',\n",
       " '硬件产品',\n",
       " '电商产品',\n",
       " '金融产品',\n",
       " 'OA产品',\n",
       " '硬件系统集成',\n",
       " '教育行业',\n",
       " 'to B',\n",
       " '电子商务',\n",
       " '交通/运输/物流',\n",
       " '物流快递',\n",
       " '硬件产品',\n",
       " '画像产品',\n",
       " '策略产品',\n",
       " '硬件系统集成',\n",
       " '教育行业',\n",
       " '智能硬件',\n",
       " '计算机软件',\n",
       " '早教/幼教',\n",
       " '产品规划',\n",
       " '竞品分析',\n",
       " '数据产品',\n",
       " '海外产品',\n",
       " '计算机软件',\n",
       " '团队管理',\n",
       " '产品规划',\n",
       " '需求分析',\n",
       " '竞品分析',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '数据分析',\n",
       " '客户端产品',\n",
       " '策略产品',\n",
       " 'IT互联网',\n",
       " '产品规划',\n",
       " '移动端产品',\n",
       " '竞品分析',\n",
       " '产品设计',\n",
       " '产品优化',\n",
       " '需求分析',\n",
       " '团队管理',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '金融产品',\n",
       " '投资产品',\n",
       " 'IT互联网',\n",
       " '智能硬件',\n",
       " '计算机软件',\n",
       " '智慧城市',\n",
       " '金融行业',\n",
       " '金融理财/贷款',\n",
       " '交易产品',\n",
       " '金融产品',\n",
       " '工具产品',\n",
       " '金融行业',\n",
       " '需求分析',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '团队管理',\n",
       " '增长产品',\n",
       " '广告行业',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '流程设计',\n",
       " '用户研究',\n",
       " 'Xmind',\n",
       " 'Axure',\n",
       " '产品优化',\n",
       " '工具产品',\n",
       " '客户端产品',\n",
       " '数据产品',\n",
       " '客户端产品',\n",
       " 'CRM产品',\n",
       " 'CRM系统',\n",
       " 'to C',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '产品优化',\n",
       " '团队管理',\n",
       " '数据产品',\n",
       " '原型设计',\n",
       " '数据分析',\n",
       " '产品设计',\n",
       " 'Axure',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '神外',\n",
       " '医生',\n",
       " 'IT互联网',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " '临床试验',\n",
       " '临床项目管理',\n",
       " 'GCP认证',\n",
       " 'CE认证',\n",
       " '支付产品',\n",
       " '平台产品',\n",
       " '支付行业',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '流程设计',\n",
       " '产品优化',\n",
       " '用户研究',\n",
       " '市场营销',\n",
       " '产品生命周期',\n",
       " '数据分析',\n",
       " '项目策划',\n",
       " '产品培训',\n",
       " '大客户维护',\n",
       " '品牌宣传',\n",
       " '策略制定',\n",
       " 'web端产品',\n",
       " '数据分析',\n",
       " '需求分析',\n",
       " '策略产品',\n",
       " '制造业',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " '市场调研',\n",
       " '工具产品',\n",
       " 'to B',\n",
       " '产品规划',\n",
       " ...]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 字符串转换为列表 先循环一次把字符串摘出来，然后再循环一次转为列表\n",
    "job_labels_list = [j    for i in df_PM_gz['job.labels'].apply(lambda x:eval(x)).tolist() for j in i]\n",
    "job_labels_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "510d21df",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3672"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(job_labels_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "77904b4a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 统计每个label的个数\n",
    "job_labels_list.count('产品开发')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "3ad51f5e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('预测产品', 1),\n",
       " ('护肤品', 3),\n",
       " ('金融理财/贷款', 3),\n",
       " ('高精定位', 1),\n",
       " ('O2O', 6),\n",
       " ('MCS系统', 1),\n",
       " ('光学相机', 1),\n",
       " ('制造业', 8),\n",
       " ('原型设计', 37),\n",
       " ('办公会议', 1),\n",
       " ('财务/审计/税务', 1),\n",
       " ('灯饰照明', 2),\n",
       " ('AI', 2),\n",
       " ('大屏幕显示系统', 1),\n",
       " ('物流产品规划', 1),\n",
       " ('出口国际物流', 1),\n",
       " ('产品研发', 2),\n",
       " ('管理经验', 1),\n",
       " ('移动端', 1),\n",
       " ('新能源行业', 1),\n",
       " ('社交网络', 6),\n",
       " ('物联网', 4),\n",
       " ('订单管理', 1),\n",
       " ('估值', 1),\n",
       " ('活动策划', 3),\n",
       " ('泊车系统', 1),\n",
       " ('海外市场', 2),\n",
       " ('visio', 11),\n",
       " ('五险一金', 2),\n",
       " ('传感器', 1),\n",
       " ('宠物行业', 1),\n",
       " ('AI人工智能产品', 34),\n",
       " ('GCP认证', 1),\n",
       " ('需求说明', 2),\n",
       " ('海外产品', 15),\n",
       " ('证券类', 1),\n",
       " ('EAM系统', 1),\n",
       " ('处方药', 1),\n",
       " ('excel', 1),\n",
       " ('Visio', 15),\n",
       " ('沟通协调', 1),\n",
       " ('日化', 1),\n",
       " ('客户关系', 1),\n",
       " ('深度学习', 1),\n",
       " ('营销方向', 1),\n",
       " ('会议平板', 1),\n",
       " ('笔记本', 3),\n",
       " ('EHS系统', 1),\n",
       " ('车灯', 1),\n",
       " ('CE认证', 1),\n",
       " ('项目策划', 1),\n",
       " ('安全产品', 8),\n",
       " ('无销售性质', 1),\n",
       " ('医药科技', 1),\n",
       " ('物联网经验', 1),\n",
       " ('售前支持', 1),\n",
       " ('绿色能源', 1),\n",
       " ('WMS系统', 1),\n",
       " ('家清', 1),\n",
       " ('海外运营', 1),\n",
       " ('DIY工具', 1),\n",
       " ('信息化管理', 1),\n",
       " ('自动驾驶', 1),\n",
       " ('增长黑客', 1),\n",
       " ('产品市场', 2),\n",
       " ('广电行业', 1),\n",
       " ('信息安全', 5),\n",
       " ('云桌面', 2),\n",
       " ('医疗器械', 2),\n",
       " ('中药', 1),\n",
       " ('产品定位', 1),\n",
       " ('包装规划', 1),\n",
       " ('大数据', 1),\n",
       " ('saas', 1),\n",
       " ('3C数码', 1),\n",
       " ('电子/半导体/集成电路', 4),\n",
       " ('存储产品', 1),\n",
       " ('私域增长', 1),\n",
       " ('powerpoint', 1),\n",
       " ('试剂', 1),\n",
       " ('规划', 1),\n",
       " ('金融安防系统', 1),\n",
       " ('电商产品', 40),\n",
       " ('软件产品', 2),\n",
       " ('家电行业', 10),\n",
       " ('产品包装', 1),\n",
       " ('资深产品开发', 1),\n",
       " ('医疗产品经理', 1),\n",
       " ('产品策划', 3),\n",
       " ('产品生命周期管理', 1),\n",
       " ('电子商务', 40),\n",
       " ('产品推广', 3),\n",
       " ('B端', 1),\n",
       " ('用户运营', 1),\n",
       " ('IPD流程', 1),\n",
       " ('SQL', 3),\n",
       " ('玩法', 1),\n",
       " ('治未病', 1),\n",
       " ('固收', 1),\n",
       " ('B2B报价系统', 1),\n",
       " ('推荐算法', 2),\n",
       " ('固定收益', 1),\n",
       " ('分类算法', 1),\n",
       " ('TMS系统', 1),\n",
       " ('ppt', 8),\n",
       " ('大客户', 1),\n",
       " ('Vision', 1),\n",
       " ('OEM/ODM管理', 2),\n",
       " ('需求调研分析', 1),\n",
       " ('方案编写', 1),\n",
       " ('建筑行业', 1),\n",
       " ('市场推广', 5),\n",
       " ('AIOT', 2),\n",
       " ('IOT', 1),\n",
       " ('从0到1的规划产品', 1),\n",
       " ('团队管理', 138),\n",
       " ('市场数据分析', 1),\n",
       " ('神外', 1),\n",
       " ('产品库存', 1),\n",
       " ('建材', 2),\n",
       " ('CRM产品', 12),\n",
       " ('实操算法', 1),\n",
       " ('无人机', 2),\n",
       " ('需求分析', 115),\n",
       " ('化学化工', 4),\n",
       " ('模拟芯片', 1),\n",
       " ('策略产品', 62),\n",
       " ('逆变器', 1),\n",
       " ('日化用品', 2),\n",
       " ('生态产品', 1),\n",
       " ('广告产品', 5),\n",
       " ('解决方案', 1),\n",
       " ('药物研发', 1),\n",
       " ('儿童品类', 1),\n",
       " ('支付行业', 6),\n",
       " ('商业化产品', 1),\n",
       " ('诊疗器械', 1),\n",
       " ('推荐产品', 10),\n",
       " ('需求验证', 1),\n",
       " ('商业产品', 38),\n",
       " ('板木家具', 1),\n",
       " ('商显', 1),\n",
       " ('家具行业', 2),\n",
       " ('产品规划', 259),\n",
       " ('嵌入式技术', 1),\n",
       " ('工业互联网', 2),\n",
       " ('招聘行业', 1),\n",
       " ('竞品分析', 69),\n",
       " ('风控产品', 6),\n",
       " ('鲲鹏', 1),\n",
       " ('医疗', 1),\n",
       " ('期货证券', 2),\n",
       " ('云计算', 7),\n",
       " ('用户中心', 1),\n",
       " ('ODM/OEM管理', 1),\n",
       " ('web端产品', 11),\n",
       " ('客户关系管理系统', 1),\n",
       " ('生物科技', 1),\n",
       " ('政府机构', 1),\n",
       " ('数据备份', 1),\n",
       " ('基站硬件', 1),\n",
       " ('固收系统', 1),\n",
       " ('OA产品', 5),\n",
       " ('智慧课堂', 1),\n",
       " ('移动端产品', 23),\n",
       " ('新零售', 5),\n",
       " ('渠道分析', 1),\n",
       " ('专家网络建设', 1),\n",
       " ('数据建模', 1),\n",
       " ('ERP系统', 9),\n",
       " ('品牌宣传', 1),\n",
       " ('轻奢风格', 1),\n",
       " ('医药行业销售', 1),\n",
       " ('交互设计', 36),\n",
       " ('社交产品', 14),\n",
       " ('跨境电商产品开发', 1),\n",
       " ('产品企划', 2),\n",
       " ('Excel', 1),\n",
       " ('ssp', 1),\n",
       " ('产品迭代', 1),\n",
       " ('嵌入式软件开发', 1),\n",
       " ('精品', 1),\n",
       " ('企业服务', 9),\n",
       " ('python', 2),\n",
       " ('视觉感知系统', 1),\n",
       " ('制药企业', 1),\n",
       " ('熟悉CAD', 1),\n",
       " ('医生', 1),\n",
       " ('平台产品', 49),\n",
       " ('海外', 2),\n",
       " ('OA系统', 1),\n",
       " ('整机产品', 1),\n",
       " ('智能设备', 1),\n",
       " ('无人驾驶', 1),\n",
       " ('采购', 5),\n",
       " ('C++', 1),\n",
       " ('数据标注', 1),\n",
       " ('自驱力', 1),\n",
       " ('充电类产品', 1),\n",
       " ('AloT', 1),\n",
       " ('商家平台产品经理', 1),\n",
       " ('软件开发', 1),\n",
       " ('雕刻机', 1),\n",
       " ('便利店', 1),\n",
       " ('旅游产品', 1),\n",
       " ('活性物', 1),\n",
       " ('产品渠道', 1),\n",
       " ('策略制定', 1),\n",
       " ('综合服务平台', 1),\n",
       " ('碳排放', 1),\n",
       " ('卡券产品经理', 1),\n",
       " ('算法设计', 1),\n",
       " ('战略规划咨询', 1),\n",
       " ('医院', 3),\n",
       " ('算法模型产品', 2),\n",
       " ('水稻产品', 1),\n",
       " ('渠道策划', 1),\n",
       " ('人力资源服务', 1),\n",
       " ('建筑照明', 1),\n",
       " ('大数据平台', 1),\n",
       " ('化妆品', 12),\n",
       " ('批发/零售', 18),\n",
       " ('信创', 2),\n",
       " ('前端展示产品', 1),\n",
       " ('大B端', 1),\n",
       " ('AI应用', 1),\n",
       " ('数据产品经理', 1),\n",
       " ('HRM系统', 1),\n",
       " ('机器学习', 4),\n",
       " ('PCR 临床产品推广', 1),\n",
       " ('跨部门沟通', 1),\n",
       " ('产品运营', 2),\n",
       " ('软硬件集成', 1),\n",
       " ('科研/技术服务', 3),\n",
       " ('应用场景设计', 1),\n",
       " ('农业', 1),\n",
       " ('大屏', 1),\n",
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       " ('广告行业', 6),\n",
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       " ('产品规划  推广  ', 1),\n",
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       " ('调度策略产品', 3),\n",
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       " ('平板/笔电', 1),\n",
       " ('汽车零部件', 1),\n",
       " ('客户端产品', 20),\n",
       " ('信息化产品', 1),\n",
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       " ('to C', 41),\n",
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       " ('汽摩配', 2),\n",
       " ('英文', 1),\n",
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       " ('存储', 1),\n",
       " ('渠道管理', 2),\n",
       " ('农林牧渔业', 1),\n",
       " ('整机制造', 1),\n",
       " ('会议软件', 1),\n",
       " ('生物工程', 1),\n",
       " ('MindManager', 2),\n",
       " ('学术推广', 2),\n",
       " ('PRD', 1),\n",
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       " ('快消品', 3),\n",
       " ('产品改进', 1),\n",
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       " ('国产化', 2),\n",
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       " ('货代', 1),\n",
       " ('中医', 1),\n",
       " ('c端产品', 2),\n",
       " ('健康家电', 1),\n",
       " ('erp', 1),\n",
       " ('贸易/进出口', 1),\n",
       " ('xmind', 9),\n",
       " ('交互云屏产品', 1),\n",
       " ('执业医师证', 1),\n",
       " ('无人机载荷', 1),\n",
       " ('消费者洞察', 1),\n",
       " ('激光雷达', 1),\n",
       " ('硬件系统集成', 22),\n",
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       " ('软体家具', 1),\n",
       " ('慢病', 1),\n",
       " ('中老年人用户', 1),\n",
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       " ('市场策划', 1),\n",
       " ('电动工具', 1),\n",
       " ('直播', 4),\n",
       " ('产品', 2),\n",
       " ('RPA', 1),\n",
       " ('母婴行业', 1),\n",
       " ('报价系统', 1),\n",
       " ('需求挖掘', 14),\n",
       " ('UPS', 1),\n",
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       " ('电力', 1),\n",
       " ('需求确认', 1),\n",
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       " ('市场营销', 4),\n",
       " ('跨境电商', 8),\n",
       " ('户用储能', 1),\n",
       " ('线上运营', 1),\n",
       " ('光伏', 1),\n",
       " ('中成药', 1),\n",
       " ('直播/视频产品', 3),\n",
       " ('互联网医疗平台', 1),\n",
       " ('电信', 1),\n",
       " ('经销渠道管理', 1),\n",
       " ('老品优化', 1),\n",
       " ('医疗器械推广', 1),\n",
       " ('dsp', 1),\n",
       " ('光伏逆变器', 2),\n",
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       " ('C端产品', 1),\n",
       " ('证券业', 1),\n",
       " ('投资产品', 4),\n",
       " ('储能', 2),\n",
       " ('建筑信息化', 1),\n",
       " ('CRM系统', 9),\n",
       " ('产品培训', 2),\n",
       " ('快消品类', 1),\n",
       " ('支付产品', 8),\n",
       " ('医疗行业', 13),\n",
       " ('AI产品方案', 1),\n",
       " ('个人护理', 1),\n",
       " ('洗护产品', 2),\n",
       " ('产品生命周期', 1),\n",
       " ('产品解读', 1),\n",
       " ('休闲食品', 1),\n",
       " ('车载设备', 2),\n",
       " ('B端产品经理', 1),\n",
       " ('桌面办公', 1),\n",
       " ('商品运营', 1),\n",
       " ('亚马逊', 1),\n",
       " ('包食宿', 1),\n",
       " ('b端产品', 6),\n",
       " ('电视机', 1),\n",
       " ('软件行业', 2),\n",
       " ('服务业', 1),\n",
       " ('产品经理', 20),\n",
       " ('产品卖点', 1),\n",
       " ('零食下午茶', 1),\n",
       " ('咨询项目', 1),\n",
       " ('回归算法', 2),\n",
       " ('通讯/网络设备', 4),\n",
       " ('教学管理', 1),\n",
       " ('汽车中控', 1),\n",
       " ('语音社交类产品风', 1),\n",
       " ('房地产行业', 5),\n",
       " ('雷达配套', 1),\n",
       " ('产品设计对接', 1),\n",
       " ('硬件产品经理', 2),\n",
       " ('车载产品', 2)]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 统计每个label的个数\n",
    "job_labels_words = [ (i,job_labels_list.count(i)) for i in set(job_labels_list)]\n",
    "job_labels_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "5811ad9a",
   "metadata": {},
   "outputs": [
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       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7528\\u6237\\u589e\\u957f\",\n",
       "                    \"value\": 3,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(47,58,130)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u80fd\\u6e90\\u7ba1\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(17,43,45)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u65e9\\u6559/\\u5e7c\\u6559\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
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       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5927\\u5065\\u5eb7\",\n",
       "                    \"value\": 3,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(7,141,15)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u73a9\\u5177\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(52,62,28)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u97f3\\u89c6\\u9891\\u4ea7\\u54c1\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
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       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4fe1\\u606f\\u5316\\u9879\\u76ee\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(55,33,157)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"3C\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(150,95,82)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u517b\\u8001\\u673a\\u6784\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(68,89,96)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u805a\\u7c7b\\u7b97\\u6cd5\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(123,65,153)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e2d\\u53f0\\u4ea7\\u54c1\",\n",
       "                    \"value\": 26,\n",
       "                    \"textStyle\": {\n",
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       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u751f\\u6d3b\\u670d\\u52a1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(60,8,6)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"sdk\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(133,75,14)\"\n",
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       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e74\\u5ea6\\u4f53\\u68c0\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
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       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7206\\u54c1\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(68,148,41)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5546\\u54c1\\u7ba1\\u7406\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(20,140,83)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6587\\u4e66\\u5904\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(127,17,147)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"SPSS\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(155,97,37)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5fae\\u751f\\u7269\\u7814\\u7a76\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(18,7,126)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6280\\u672f\\u7ecf\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(106,92,98)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6c7d\\u8f66\\u884c\\u4e1a\",\n",
       "                    \"value\": 7,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(42,93,148)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5149\\u4f0f\\u53d1\\u7535\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
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       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"0-1\\u4e2d\\u53f0\\u4ea7\\u54c1\\u5efa\\u8bbe\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(2,111,101)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6709\\u6280\\u672f\\u5e95\\u5c42\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(92,25,38)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e73\\u677f/\\u7b14\\u7535\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(20,129,27)\"\n",
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       "                {\n",
       "                    \"name\": \"\\u6c7d\\u8f66\\u96f6\\u90e8\\u4ef6\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
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       "                {\n",
       "                    \"name\": \"\\u5ba2\\u6237\\u7aef\\u4ea7\\u54c1\",\n",
       "                    \"value\": 20,\n",
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       "                {\n",
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       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
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       "                {\n",
       "                    \"name\": \"\\u4ea7\\u54c1\\u8bbe\\u8ba1\",\n",
       "                    \"value\": 274,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(90,78,82)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"to C\",\n",
       "                    \"value\": 41,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(37,157,86)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7535\\u5546\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
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       "                {\n",
       "                    \"name\": \"\\u5e72\\u7ec6\\u80de\",\n",
       "                    \"value\": 1,\n",
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       "                    \"textStyle\": {\n",
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       "                    \"value\": 1,\n",
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       "                    \"value\": 61,\n",
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       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4ea7\\u54c1\\u5356\\u70b9\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(112,157,44)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u96f6\\u98df\\u4e0b\\u5348\\u8336\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(133,159,103)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u54a8\\u8be2\\u9879\\u76ee\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(115,79,41)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u56de\\u5f52\\u7b97\\u6cd5\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(81,107,22)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u901a\\u8baf/\\u7f51\\u7edc\\u8bbe\\u5907\",\n",
       "                    \"value\": 4,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(91,155,71)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6559\\u5b66\\u7ba1\\u7406\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(5,28,50)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6c7d\\u8f66\\u4e2d\\u63a7\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(48,77,152)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8bed\\u97f3\\u793e\\u4ea4\\u7c7b\\u4ea7\\u54c1\\u98ce\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(150,78,27)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u623f\\u5730\\u4ea7\\u884c\\u4e1a\",\n",
       "                    \"value\": 5,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(132,107,34)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u96f7\\u8fbe\\u914d\\u5957\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(59,108,160)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4ea7\\u54c1\\u8bbe\\u8ba1\\u5bf9\\u63a5\",\n",
       "                    \"value\": 1,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(96,51,8)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u786c\\u4ef6\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(55,127,86)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8f66\\u8f7d\\u4ea7\\u54c1\",\n",
       "                    \"value\": 2,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(119,80,144)\"\n",
       "                    }\n",
       "                }\n",
       "            ],\n",
       "            \"drawOutOfBound\": false,\n",
       "            \"textStyle\": {\n",
       "                \"emphasis\": {}\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u4ea7\\u54c1\\u7ecf\\u7406\\u5fc5\\u5907\\u6280\\u80fd-liepin-labels\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_9bfdeecfc7d444d28c6884094238647a.setOption(option_9bfdeecfc7d444d28c6884094238647a);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x1cd718ff400>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 词云图\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import WordCloud\n",
    "from pyecharts.globals import SymbolType\n",
    "\n",
    "c = (\n",
    "    WordCloud()\n",
    "    .add(\"\",job_labels_words,word_size_range =[20,100],shape= SymbolType.DIAMOND)\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"产品经理必备技能-liepin-labels\"))\n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f357ff7b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "884af774",
   "metadata": {},
   "source": [
    "### job.title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "cd16a004",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['医药产品经理', '电商产品经理', 'Automation Product Manager', '支付结算产品经理（供应链）',\n",
       "       '项目负责人-出海工具', 'eWMS产品经理', '数字化产品经理岗', '产品经理', '产品经理（EHS，能用管理，碳排放）',\n",
       "       '产品经理（基因检测）', '产品经理（日结中心）-国企正编', '产品经理岗', ' Product Manager ',\n",
       "       '产品经理', '高级产品经理（业务中台） 外企正编', '高级产品经理', '产品经理', '海外软件产品经理',\n",
       "       '信息流产品经理', '软件产品经理（上市公司  教育）', '产品经理（财经方向）', '产品经理（人力资源数字化）',\n",
       "       '产品经理', '心血管产品线总经理', '高级产品经理(芯片方向)', '英文流利的海外SFA产品经理',\n",
       "       '固收条线金融科技产品经理', '化妆品原料产品经理', '产品经理（商品中心）-国企正编', '整机产品经理',\n",
       "       '金融科技产品经理', '高级产品经理（常驻迪拜）', '产品经理（风控前台)-国企正编',\n",
       "       'Product Sales Manager MR 产品销售经理 广州', '软件产品经理（个人办公）',\n",
       "       'B端产品经理G00941', '产品经理', '医学产品经理', '广花融资担保公司（筹）产品经理',\n",
       "       'Assistant Product Manager / Product Manager ',\n",
       "       'Assistant Product Manager / Product Manager ', '产品经理（数字化）',\n",
       "       '产品经理-海外', '软件产品经理（个人办公/企服）', '电商物流产品经理', 'CRM产品经理（B端）',\n",
       "       '企业微信产品策划经理（广州/成都）(广州)', 'eWMS/仓储管理系统产品经理', '电商产品经理（小家电）',\n",
       "       '风控产品经理（P7）', '金融科技产品经理岗', '医药产品经理', '智慧物流-产品经理', '数字化产品经理',\n",
       "       '产品经理（国际售后服务）', '产品经理（需要有护照）', '产品规划经理（水果类）', 'AI产品经理岗', 'B端产品经理',\n",
       "       '新能源产品经理 (MJ000396)', '产品负责人', '商业化产品经理-出海工具产品',\n",
       "       '软件产品经理（个人办公PC端产品）', '产品经理（凡科商城SaaS）', '软件产品经理（已上市，业内龙头企业）',\n",
       "       '产品经理（账务处理中心）-国企正编', '软件产品经理', '高级产品经理', '金融科技产品经理', '数据产品经理',\n",
       "       '高级产品经理', '数码产品经理', '金币项目高级产品经理', '软件产品经理/高级经理（大屏）', '产品经理',\n",
       "       '语音直播产品经理', '境外产品经理（新加坡）', '用户增长产品经理（web3.0-英语流利）',\n",
       "       '电商硬件产品经理/总监（已上市，行业龙头）', '国企正编-产品经理（多个方向）', '自动驾驶（硬件）产品经理',\n",
       "       '产品经理（客户中心)-国企正编', '产品总监/高级产品经理（固网）', '高级SSP产品经理(广州）', '专科专病产品经理',\n",
       "       '供需调度产品经理（正式员工，双休）', '产品经理', '产品经理', 'B端产品经理（CRM）', '高级产品经理',\n",
       "       'eWMS Product Manager', '出境旅游产品经理', '产品经理（库存中心）-国企正编',\n",
       "       '软件产品经理（实验实训）（A股上市龙头）', '产品经理', '产品负责人', '产品运营', '高级产品经理（商显整机）',\n",
       "       '互联网运营岗（产品解决方案方向）(V5226)', '美食产品经理-主食/副食', '产品经理', '产品经理',\n",
       "       '高级产品经理', '水稻产品经理', '产品经理（pc软件）', '产品总监-逆变器',\n",
       "       '产品经理-产品企划（鞋类）(J13091)', '产品经理（用户运营）', 'WXG11-微信读书高级产品策划（广州）',\n",
       "       '高级项目管理PM（游戏研发）-正编', '软件产品经理（PC云桌面）', '金融科技产品经理',\n",
       "       'eWMS Product Manager', '产品经理（粤政易）', '高级产品经理（心血管）', '咨询顾问/产品经理',\n",
       "       '金融产品经理', '产品经理', 'AI产品经理', 'B端供应链产品经理（采购系统） (MJ005419)',\n",
       "       '供应链产品经理', '产品经理', '产品经理', '产品负责人（播放器框架）', '产品经理-产品企划(J13606)',\n",
       "       '产品经理（食品类）', '产品经理（直播，私域社群）-国企正编', '产品经理', '支付产品经理',\n",
       "       '硬件高级产品经理/总监（A股上市龙头企业）', '产品经理（音响音箱耳机等）', '软件产品经理（实验实训）',\n",
       "       '产品经理-肿瘤', '数据产品经理-经营分析及供应链方向', '肾线助理产品经理', '智能机械硬件产品经理',\n",
       "       '高级产品经理（无人机载荷与视觉）', '产品服务经理岗', '区域产品经理/RPM', '产品经理',\n",
       "       '产品高级专员（策划与开发）', '软件产品经理', '产品经理（客户需求）', '产品经理', '产品经理岗',\n",
       "       'AI应用产品经理-知名保健公司', '肾线助理产品经理', '产品经理(护肤品)',\n",
       "       '高级产品经理（家庭储能） (MJ000234)', '金融产品经理', '产品经理', '产品经理',\n",
       "       '微生物检测产品经理（制药或食品行业方向）', '产品经理', '产品专员/助理', '产品经理',\n",
       "       '电商硬件产品经理（A股上市公司）', '高级产品经理（电商APP方向） (MJ001252)', '硬件产品经理（云屏）',\n",
       "       '高级产品经理-', '产品经理', '产品经理 - eWMS', '数字营销PM',\n",
       "       '代客代理中心产品经理岗（衍生品交易产品经理）', '软件产品经理', '产品经理（预售，员工分销）-国企正编', '产品经理',\n",
       "       '产品经理（医疗器械/设备）', '产品经理', '产品经理', '产品经理', '硬件产品经理（教育PC硬件）',\n",
       "       '高级产品经理（视觉感知系统、智能载荷）', '产品经理', '产品经理', '产品经理', '高级产品经理',\n",
       "       '海外软件产品经理（A股上市龙头企业）', '活动PM', '产品经理', '产品经理', '产品经理', '金融产品经理',\n",
       "       '产品经理（高级产品经理&资深产品经理）', '产品经理（化妆品原料）/Product Manager',\n",
       "       '高级产品经理/产品负责人 (MJ000450)', '智能硬件产品经理', '金融科技产品经理岗', '产品经理',\n",
       "       '助理产品经理—食品类', '产品经理（银行实物运营管理产品方向）  (MJ001684)', '助理产品经理',\n",
       "       '证券金融IT产品经理', '口腔产品经理', '资深产品经理', '产品经理', '固网产品总监/高级产品经理',\n",
       "       '医疗产品经理', 'PM II/Sr. PM (all China based)', '产品经理（广州）', '产品经理（广州）',\n",
       "       '软件产品经理', '软件产品经理', '产品经理（大家电商务）', '产品总监（产品+营销）', '产品经理',\n",
       "       '芯片产品经理（广州）', '产品经理', '广告系统产品经理 (MJ000362)', '产品经理(运营工具类)',\n",
       "       '硬件高级产品经理（会议/音视频 ）', '产品经理（双休）', '医药高级产品经理', '数据中台产品经理', '高级产品经理',\n",
       "       '神外产品销售经理 Product Sales Manager', '高级产品经理', '临床试验项目经理PM',\n",
       "       '交易支付产品经理', '全国产品经理', '食品产品经理', 'AI应用产品经理/港资企业正编/双休WLB', '产品经理',\n",
       "       '政务产品经理', '电商硬件产品经理（宠物家电/桌面办公-上市集团）', 'MES产品经理', '产品经理（物联平台）',\n",
       "       '研究所数字化产品经理', '产品经理（工业消洗产品）', '硬件产品经理', 'BI产品经理', '产品运营', '平台产品经理',\n",
       "       '照明-产品经理', '产品经理', '高级产品经理(WMS方向) (MJ004770)', '产品经理', 'IT产品经理',\n",
       "       '产品经理/系统工程师（泊车方向）', '产品经理(商品方向) (MJ007121)', '化妆品产品经理',\n",
       "       '海外产品需求支持主任 (MJ001700)', '高级硬件产品经理（高速信号测量设备、雷达配套设备）', 'AI产品经理',\n",
       "       'K12教学工具产品经理', '产品经理', '产品经理(妇瘤领域）', '潮玩盲盒产品经理',\n",
       "       'AI应用产品经理（推荐、预测类，实操算法、应用场景设计）', 'IT产品经理岗（资产托管方向）', '数据产品经理',\n",
       "       '产品经理/Product Manager', '产品经理（广州+海南）', '产品经理', '电商产品经理(J10169)',\n",
       "       '网络金融部产品经理', '产品经理（英语）', '软件产品经理（实验实训）', '助理产品经理', '家居-产品经理',\n",
       "       '企业支付产品经理', '营收产品经理', '高级产品经理', '产品经理（HIS）', '金融产品经理',\n",
       "       'B端供应链产品经理（商家系统） (MJ005418)', '可视化产品经理', '产品经理', '硬件产品经理',\n",
       "       '高级TMS产品经理 (MJ003188)', '快消品产品经理', '电商产品经理', '私募产品经理',\n",
       "       '供应链产品经理 (MJ014974)', '产品经理（生殖遗传方向）',\n",
       "       '产品经理( 1、儿科线 2、肝病/消化 3、抗感染/皮肤/肾病/泌尿)', '高级产品经理', '产品经理',\n",
       "       '跨境电商产品经理(J10187)', '产品经理', '市场产品经理(J10088)', '产品经理',\n",
       "       '硬件产品经理（3C/家电/运动户外/汽车配件/智能）242463', '软件产品经理', '云桌面终端产品经理', '产品经理',\n",
       "       '穿戴甲产品经理', '产品经理', '产品经理/高级产品经理（母婴日化产品）', '移动高级产品经理', '数据产品经理',\n",
       "       '产品经理', 'AI产品经理', '软件产品经理（海外）', 'AI产品经理', '产品经理（电视类）', '高级产品经理',\n",
       "       '产品工程师（新能源）', 'LIMS产品经理', '产品经理（护肤品产品经理）', '高级产品经理',\n",
       "       '消费者BU 软件产品经理', '产品经理（财务方向）', '芯片产品经理', '产品经理', 'ERP产品经理',\n",
       "       '产品经理/产品高级经理 (MJ002986)', 'APP高级产品经理', '高级产品PM', '产品经理（宠物行业）',\n",
       "       '服务产品经理', '互联网产品经理', '视频类产品经理', '产品主管/经理（澳希亚）', '产品经理（海外业务）',\n",
       "       '数据产品经理（中台）', '产品经理', '数据中台产品经理', '金融产品经理', '医疗信息化产品经理',\n",
       "       '医疗信息化产品经理', 'PM顾问', '产品运营经理', '产品经理（供应链质量检测系统） (MJ004644)',\n",
       "       '软件产品经理', '产品经理/总监', '高级产品经理（应急）', '风控产品经理', '售前产品经理',\n",
       "       '产品经理（活动营销类）', '产品经理（金融类产品）', '产品经理/主管', '产品经理', '家具产品经理',\n",
       "       '产品经理（大数据）', '助理产品经理（化妆品原料）/APM', 'IT平台产品经理主管工程师',\n",
       "       'B端供应链产品经理 (MJ003688)', '产品经理', '产品销售经理-广州', '产品经理(快消品)',\n",
       "       '解决方案产品经理 (MJ013260)', '产品经理', '高级产品经理', '数据产品经理（AI方向）',\n",
       "       '产品经理/产品总监', '医药中央市场产品经理', '高级产品经理', '数据产品经理', '中级用户研究员（产品用研）',\n",
       "       'B端供应链产品经理', '产品经理/商品企划经理（跨境 家具）', '高级产品经理', '产品经理（物联感知云平台）',\n",
       "       '数据产品经理', '高级/资深产品经理（CRM）', '产品经理', '医药产品经理',\n",
       "       '产品经理-安全方向（广州）(J11694)', '产品经理', '高级产品经理', '产品经理（固收）',\n",
       "       '高级产品经理（B端效能工具） (MJ005767)', '数据产品经理', '产品经理(J11093)',\n",
       "       '产品主管（物联网/大平台）', '高级产品经理（B端） (MJ005767)', 'CRM实施顾问&项目经理PM(J12971)',\n",
       "       '投资交易业务系统产品经理', '产品增长运营（广州）', '产品经理', '产品经理Product Manager',\n",
       "       '产品经理', '服务产品经理', '产品经理（物联网）', '产品经理', '产品经理（大数据）', '产品经理',\n",
       "       '产品经理（语音房玩法）', '人脸产品经理', '产品经理', '智能硬件产品经理', '产品经理 （建站方向）',\n",
       "       '产品经理(J11411)', '产品经理（科研耗材/IVD微球）', '高级产品经理', '产品经理（企业数字化转型）',\n",
       "       '产品经理', '经营分析岗（快运产品方向）', '医院后勤管理平台产品经理', '运营商售前产品经理', '产品经理（商品中心）',\n",
       "       '产品经理（商品中心）', '民航产品经理', '产品策划专家II(J11173)', '化妆品产品经理',\n",
       "       '电商产品经理(J10169)', 'AI应用产品经理', '大数据产品经理', '快消品产品经理',\n",
       "       '产品经理（数字化） (MJ001940)', '产品经理-金融方向', '产品经理（积木）--TOP TOY',\n",
       "       '产品经理/主管', '产品经理（社交平台）', '医药产品经理', '产品经理（银行线）', '产品经理',\n",
       "       'AI应用产品经理 (MJ001731)', '产品经理', '高级产品经理', '产品经理(童年时光/20-30W)',\n",
       "       '产品经理', '服务器产品经理（信创）', '产品经理', 'AI产品经理', '高级产品经理（SaaS方向）',\n",
       "       '高级产品经理（数据方向）', '产品经理', '产品经理', '产品经理（建筑照明）', '产品经理', '产品经理',\n",
       "       '产品经理', '软件产品经理', '高级WMS产品经理', '游戏直播产品经理',\n",
       "       '高级产品经理（物流/商家系统） (MJ006079)', '中高级产品经理（智能客服线+SaaS行业）', '产品经理',\n",
       "       '品质PM', '数据产品经理(U8848)', 'MES产品经理', '产品经理', '高级WMS产品经理 (MJ003186)',\n",
       "       '产品经理（游戏营收） (MJ004322)', '市场部产品经理', '充电-产品经理', '产品经理（业务平台方向）',\n",
       "       '产品经理', '产品经理岗（信息技术）', '高级产品经理（海外HR产品） (MJ005267)',\n",
       "       '电商高级产品经理（APP方向） (MJ001252)', 'AI应用产品经理', 'PS/PM顾问(J12676)',\n",
       "       '电商产品经理（工具类）', '电商产品经理', '高级产品经理（OA） (MJ008114)', '产品经理', '产品经理',\n",
       "       '产品经理', '项目发行PM（二次元） (MJ000855)', '产品经理', '数据ai产品经理', '产品经理',\n",
       "       '数据中台产品经理', '产品经理（支付）(J11223)', 'crm高级产品经理', 'CRM产品经理', '电商产品经理',\n",
       "       'SDK产品经理', '医疗器械产品经理', '产品经理（智能家居）', '产品经理', '硬件产品经理（照明类产品）',\n",
       "       '医学产品经理', 'B端产品经理（供应商系统/面料系统） (MJ008076)', '产品经理', '高级硬件产品经理',\n",
       "       '高级产品经理', '项目经理/高级产品经理', '产品经理', 'AI产品经理', '助理产品经理/产品经理', '安全产品经理',\n",
       "       '产品经理（审计、企业数字化方向） (MJ002136)', ' AI应用产品经理', '产品经理', '产品经理', '产品经理',\n",
       "       '产品经理', '高级数据产品经理（腾讯战略投资企业）', '智能硬件产品经理', '产品经理', '照明产品经理', '产品经理',\n",
       "       '产品经理', '高级数据产品经理（供应链领域） (MJ006154)', '智能机械软件产品经理', '产品经理（医药）',\n",
       "       '产品经理(crm/scrm)', '助理产品经理', '产品经理助理', '产品经理（数码）', '物联网产品经理',\n",
       "       '高级产品经理(海外HR产品） (MJ005267)', '区域产品经理/专员', '产品经理（数字化）',\n",
       "       '产品经理（数据方向）', '数据治理产品经理', '产品经理', '产品经理/业务架构师', '产品经理',\n",
       "       'ERP产品经理（跨境电商-双休）', '数据产品经理', '食品产品经理', '初级产品经理', '国际物流产品经理',\n",
       "       '产品经理（外贸/化妆品）', '暖通产品经理', '产品经理', '产品经理', '产品经理', '医疗信息化产品经理',\n",
       "       '产品经理', 'B端产品经理（商家/运营管理系统）', '储备产品经理(J10823)', 'AI应用产品经理 ',\n",
       "       '产品经理（新能源行业）', '产品经理（双休跨境自研） (MJ000030)', '产品经理', '产品经理',\n",
       "       '展业系统产品经理', '产品经理', '产品经理(美居生活/20-30W)',\n",
       "       '高级产品经理（面料整合系统） (MJ008244)', '海外社交产品经理（APP）', '产品经理/主管（口腔产品）',\n",
       "       '医药产品经理', '产品经理（CRM/营销） (MJ002828)', '高级产品经理', '产品经理（应急行业）',\n",
       "       '游戏PM', '产品经理', '临床产品经理', '产品经理（分子诊断）', 'APP产品经理', '产品经理', '产品经理',\n",
       "       '卡券工具平台产品经理', '产品经理', '产品经理', 'RPA产品经理', '产品经理（数码，SSD，U盘，移动电源）',\n",
       "       '高级产品经理', '电商产品经理', '产品经理（金融产品）', '产品经理', '产品经理', '算法产品经理',\n",
       "       '高级产品经理', '产品经理/主管', '硬件产品经理（双休+五险一金）', '数码产品经理', '产品经理（家政事业部）',\n",
       "       '产品经理（大数据）', 'ZNXT-产品经理（IoT）', '（储备）产品经理--20-22届本科', '高级产品经理',\n",
       "       '产品经理', '产品经理', '数据中台产品经理', '软件开发产品经理(智慧停车方向)', '海外产品经理',\n",
       "       'AI应用产品经理（广州总部）# 90M0115489', '产品经理（交通物流）', '售前产品经理(解决方案)工程师',\n",
       "       '高级产品经理（OA流程产品） (MJ008114)', '区域产品经理', '社交电商产品经理/港企正编/双休生活工作平衡',\n",
       "       '产品经理', '产品经理，平板笔记本方向', '高级产品经理(MRP方向) (MJ005781)', '产品经理',\n",
       "       '产品规划经理（园区交换方向）', '自动驾驶数据产品研发主管工程师', '产品经理/专员', '数据中台产品经理',\n",
       "       'AI产品经理（部门cpkfcx）', '跨境产品开发', '产品经理-PTN', '软件产品经理', 'AI应用产品经理',\n",
       "       '数据产品经理', '软件产品经理', '数据产品经理（要会Python）', 'AI产品经理',\n",
       "       'PTBU-高级产品经理（个性化推荐）', '产品经理', '产品经理（自然资源）', '产品经理', '产品经理',\n",
       "       '中台产品经理', '产品经理/学术经理', '硬件产品经理', '供应链产品经理', 'AI产品经理', 'AI产品经理',\n",
       "       '电商产品经理（日化家清类目）', '产品经理', '产品经理', '自动驾驶数据产品测试主管工程师', '智能硬件产品经理',\n",
       "       '产品经理（平板笔电）', '产品经理', '数据产品经理（金融方向）', '产品主管', '智慧环保产品经理',\n",
       "       '产品经理/ 高级产品经理（光伏新能源）', '外贸产品经理', 'CRM产品经理', '产品经理',\n",
       "       '高级产品经理（场景营销方向）', '产品经理', '工具规划产品经理', '产品经理', '产品经理', '产品经理（舞台灯光）',\n",
       "       'OTC产品经理', '高级产品经理（国际车联网）', '高级产品开发经理', '产品经理', '产品经理（财务方向）',\n",
       "       '产品经理 （财税/支付/费控/金科方向）', '中级产品经理', 'AJ1288-SPBU-高级产品经理(营收）', '产品经理',\n",
       "       '跨境电商产品经理', '产品主管/经理', '产品拓展经理（园区交换方向）', '海外产品经理', '产品经理',\n",
       "       'AI产品经理', '产品经理', '产品经理', '产品经理', '软件产品经理', '产品经理（双休+五险一金）',\n",
       "       '产品经理', '硬件产品经理', '产品经理', '安全类产品经理', '产品经理（大健康）', '产品经理',\n",
       "       '区域产品经理（广州）-肿瘤', '展业系统产品经理', '（储备）产品经理', 'OTC区域产品经理', '产品经理',\n",
       "       '海外产品经理', '产品经理', '互联网医疗产品经理', '产品经理（广州）', '产品经理', '电商产品经理',\n",
       "       '产品经理', '文创产品经理/主管', '产品经理（大气监测组分网）',\n",
       "       '高级产品经理（商家/采购/卖家系统） (MJ005264)', 'AI产品经理', '高级数据产品经理',\n",
       "       '云网产品经理（部门）', '数据中台产品经理', '产品经理', '电商产品经理', '数据中台产品经理', '产品经理（麻醉）',\n",
       "       '产品经理', 'GTD-PP-003：产品经理', '产品经理', 'NGS产品经理',\n",
       "       '高级TMS产品经理 (MJ005645)', '产品经理', '产品经理（智能硬件）', '产品经理', '海外产品经理',\n",
       "       '产品经理（电力行业市场侧）', '产品经理', '医药产品经理', '产品经理', '产品经理', '产品经理',\n",
       "       '高级产品经理', '产品经理（医药行业）', '高级产品经理',\n",
       "       '售后研发产品经理（售后服务系统400，工单，结算，配件，库存）', 'AI应用产品经理', '产品经理', '硬件产品经理',\n",
       "       '产品经理', '产品经理', '高级产品经理', '医学产品经理', '产品经理', '高级产品经理（自动化运维平台产品）',\n",
       "       '资深产品经理', '软件产品经理', '产品经理', '产品核价师', '产品经理（互联网医疗/医药电商）',\n",
       "       '高级产品开发员/产品经理', '产品经理/产品高级经理', '亚马逊高级产品开发专员', '产品经理', '产品经理（工控主板）',\n",
       "       '产品经理', '产品经理', '产品推广技术经理', '产品经理', '产品经理', '产品经理（报价系统）', '产品经理',\n",
       "       '电商产品经理', '商家产品经理', '上市厂商产品经理', '产品经理（工具产品）', '产品经理（报价系统）',\n",
       "       '产品策划经理', '产品经理（平板/笔记本）', '产品经理', 'AI产品经理', '产品经理（电商）', '产品经理',\n",
       "       '高级产品经理', '产品经理', '跨境电商产品经理（汽配类）', '电商产品经理', 'b端产品经理',\n",
       "       '产品经理 (MJ000352)', '暖通产品经理', 'OTC区域产品经理', '高级产品经理', '产品经理', '产品经理',\n",
       "       '软件产品经理', '彩妆产品经理', '软件产品经理', '产品经理', '产品经理', '垂直电商产品经理',\n",
       "       '数据安全产品经理', '产品经理（国内车联网）', '软件产品经理', 'OTC区域产品经理',\n",
       "       '高级产品经理(WMS方向) (MJ005470)', '市场产品经理（偏售前）', '高级产品经理',\n",
       "       '高级产品经理（会员营销方向） (MJ000569)', '硬件产品经理', '产品经理', '高级产品/硬件产品经理',\n",
       "       '产品经理/总监', '客户端产品经理（985/211）', '硬件产品经理（双休+五险一金）', '产品经理', '产品经理',\n",
       "       '产品经理', '产品经理（感染方向）', '产品经理', '产品经理', '展业系统主任 / 产品经理（小程序）',\n",
       "       '展业系统产品经理', '产品经理', 'IOT产品经理', '产品经理（B端）', '仓储产品方案工程师', '软件产品经理',\n",
       "       '产品经理', '物联网产品经理', '产品经理', '产品经理（工控主板）', '产品经理', '产品经理', '产品经理',\n",
       "       '产品经理', '产品经理', '产品经理', '数据产品经理', '产品经理', '硬件产品经理', '产品经理',\n",
       "       'C端产品经理', '产品经理', '高级产品经理', '产品经理（临床）', '产品经理', '高级产品经理', '硬件产品经理',\n",
       "       '产品经理', '电商产品经理', '售前产品经理', '产品经理', '硬件产品经理', '资深产品经理', '产品经理',\n",
       "       '产品经理', '产品经理', '高级产品经理（硬件产品）', '护肤品产品开发经理', '产品经理', '嵌入式硬件产品经理'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.title'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "ac569260",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理                         183\n",
       "高级产品经理                        31\n",
       "软件产品经理                        16\n",
       "AI产品经理                        12\n",
       "电商产品经理                        10\n",
       "                            ... \n",
       "硬件产品经理（照明类产品）                  1\n",
       "产品增长运营（广州）                     1\n",
       "咨询顾问/产品经理                      1\n",
       "高级产品经理（会员营销方向） (MJ000569)      1\n",
       "软件产品经理（个人办公）                   1\n",
       "Name: job.title, Length: 467, dtype: int64"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.title'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "94041638",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理            301\n",
       "高级产品经理           60\n",
       "软件产品经理           26\n",
       "硬件产品经理           15\n",
       "电商产品经理           15\n",
       "               ... \n",
       "卡券工具平台产品经理        1\n",
       "护肤品产品开发经理         1\n",
       "NGS产品经理           1\n",
       "crm高级产品经理         1\n",
       "美食产品经理-主食/副食      1\n",
       "Name: job.title, Length: 266, dtype: int64"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 清洗数据 把括号拆出来\n",
    "job_title = df_PM_gz['job.title'].apply(lambda x:x.split('(')[0].split('（')[0].split(' ')[0]).value_counts()\n",
    "job_title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "42332dec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['产品经理', '高级产品经理', '软件产品经理', '硬件产品经理', '电商产品经理', '数据产品经理', 'AI产品经理',\n",
       "       'AI应用产品经理', '数据中台产品经理', '医药产品经理',\n",
       "       ...\n",
       "       '软件开发产品经理', '产品运营经理', '自动驾驶数据产品测试主管工程师', '商家产品经理', '高级产品开发经理',\n",
       "       '卡券工具平台产品经理', '护肤品产品开发经理', 'NGS产品经理', 'crm高级产品经理', '美食产品经理-主食/副食'],\n",
       "      dtype='object', length=266)"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "job_title.index #第一列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "680000c9",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([301,  60,  26,  15,  15,  14,  13,   8,   7,   6,   5,   4,   4,\n",
       "         4,   4,   4,   4,   4,   3,   3,   3,   3,   3,   3,   3,   3,\n",
       "         3,   3,   3,   3,   3,   2,   2,   2,   2,   2,   2,   2,   2,\n",
       "         2,   2,   2,   2,   2,   2,   2,   2,   2,   2,   2,   2,   2,\n",
       "         2,   2,   2,   2,   2,   2,   2,   2,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,   1,\n",
       "         1,   1,   1,   1,   1,   1], dtype=int64)"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "job_title.values #数量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "eec6873d",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "266"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(job_title.index) #长度"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "0e778288",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('产品经理', 301),\n",
       " ('高级产品经理', 60),\n",
       " ('软件产品经理', 26),\n",
       " ('硬件产品经理', 15),\n",
       " ('电商产品经理', 15),\n",
       " ('数据产品经理', 14),\n",
       " ('AI产品经理', 13),\n",
       " ('AI应用产品经理', 8),\n",
       " ('数据中台产品经理', 7),\n",
       " ('医药产品经理', 6),\n",
       " ('金融产品经理', 5),\n",
       " ('B端供应链产品经理', 4),\n",
       " ('智能硬件产品经理', 4),\n",
       " ('', 4),\n",
       " ('海外产品经理', 4),\n",
       " ('B端产品经理', 4),\n",
       " ('产品经理/主管', 4),\n",
       " ('助理产品经理', 4),\n",
       " ('医疗信息化产品经理', 3),\n",
       " ('金融科技产品经理', 3),\n",
       " ('展业系统产品经理', 3),\n",
       " ('资深产品经理', 3),\n",
       " ('跨境电商产品经理', 3),\n",
       " ('售前产品经理', 3),\n",
       " ('OTC区域产品经理', 3),\n",
       " ('产品负责人', 3),\n",
       " ('高级数据产品经理', 3),\n",
       " ('产品经理岗', 3),\n",
       " ('医学产品经理', 3),\n",
       " ('供应链产品经理', 3),\n",
       " ('CRM产品经理', 3),\n",
       " ('产品主管', 2),\n",
       " ('数码产品经理', 2),\n",
       " ('暖通产品经理', 2),\n",
       " ('高级TMS产品经理', 2),\n",
       " ('海外软件产品经理', 2),\n",
       " ('产品规划经理', 2),\n",
       " ('风控产品经理', 2),\n",
       " ('产品主管/经理', 2),\n",
       " ('eWMS', 2),\n",
       " ('产品运营', 2),\n",
       " ('服务产品经理', 2),\n",
       " ('快消品产品经理', 2),\n",
       " ('产品经理/总监', 2),\n",
       " ('Assistant', 2),\n",
       " ('芯片产品经理', 2),\n",
       " ('高级硬件产品经理', 2),\n",
       " ('市场产品经理', 2),\n",
       " ('金融科技产品经理岗', 2),\n",
       " ('肾线助理产品经理', 2),\n",
       " ('物联网产品经理', 2),\n",
       " ('ERP产品经理', 2),\n",
       " ('MES产品经理', 2),\n",
       " ('化妆品产品经理', 2),\n",
       " ('区域产品经理', 2),\n",
       " ('高级WMS产品经理', 2),\n",
       " ('产品经理/产品高级经理', 2),\n",
       " ('电商硬件产品经理', 2),\n",
       " ('产品经理-产品企划', 2),\n",
       " ('食品产品经理', 2),\n",
       " ('助理产品经理—食品类', 1),\n",
       " ('专科专病产品经理', 1),\n",
       " ('产品经理/学术经理', 1),\n",
       " ('产品经理-安全方向', 1),\n",
       " ('医疗器械产品经理', 1),\n",
       " ('ZNXT-产品经理', 1),\n",
       " ('数据ai产品经理', 1),\n",
       " ('金币项目高级产品经理', 1),\n",
       " ('彩妆产品经理', 1),\n",
       " ('咨询顾问/产品经理', 1),\n",
       " ('C端产品经理', 1),\n",
       " ('交易支付产品经理', 1),\n",
       " ('社交电商产品经理/港企正编/双休生活工作平衡', 1),\n",
       " ('产品工程师', 1),\n",
       " ('中台产品经理', 1),\n",
       " ('固网产品总监/高级产品经理', 1),\n",
       " ('SDK产品经理', 1),\n",
       " ('医药中央市场产品经理', 1),\n",
       " ('外贸产品经理', 1),\n",
       " ('APP产品经理', 1),\n",
       " ('电商硬件产品经理/总监', 1),\n",
       " ('心血管产品线总经理', 1),\n",
       " ('产品经理-肿瘤', 1),\n",
       " ('医药高级产品经理', 1),\n",
       " ('医疗产品经理', 1),\n",
       " ('工具规划产品经理', 1),\n",
       " ('视频类产品经理', 1),\n",
       " ('语音直播产品经理', 1),\n",
       " ('人脸产品经理', 1),\n",
       " ('产品经理/Product', 1),\n",
       " ('政务产品经理', 1),\n",
       " ('IT产品经理', 1),\n",
       " ('云网产品经理', 1),\n",
       " ('可视化产品经理', 1),\n",
       " ('民航产品经理', 1),\n",
       " ('高级SSP产品经理', 1),\n",
       " ('照明-产品经理', 1),\n",
       " ('产品经理，平板笔记本方向', 1),\n",
       " ('APP高级产品经理', 1),\n",
       " ('国际物流产品经理', 1),\n",
       " ('跨境产品开发', 1),\n",
       " ('高级/资深产品经理', 1),\n",
       " ('产品服务经理岗', 1),\n",
       " ('AJ1288-SPBU-高级产品经理', 1),\n",
       " ('电商高级产品经理', 1),\n",
       " ('智慧物流-产品经理', 1),\n",
       " ('固收条线金融科技产品经理', 1),\n",
       " ('市场部产品经理', 1),\n",
       " ('中高级产品经理', 1),\n",
       " ('广告系统产品经理', 1),\n",
       " ('互联网运营岗', 1),\n",
       " ('GTD-PP-003：产品经理', 1),\n",
       " ('嵌入式硬件产品经理', 1),\n",
       " ('高级产品开发员/产品经理', 1),\n",
       " ('高级产品经理-', 1),\n",
       " ('国企正编-产品经理', 1),\n",
       " ('储备产品经理', 1),\n",
       " ('项目经理/高级产品经理', 1),\n",
       " ('互联网产品经理', 1),\n",
       " ('证券金融IT产品经理', 1),\n",
       " ('出境旅游产品经理', 1),\n",
       " ('家居-产品经理', 1),\n",
       " ('数字化产品经理', 1),\n",
       " ('英文流利的海外SFA产品经理', 1),\n",
       " ('用户增长产品经理', 1),\n",
       " ('家具产品经理', 1),\n",
       " ('PM顾问', 1),\n",
       " ('高级项目管理PM', 1),\n",
       " ('网络金融部产品经理', 1),\n",
       " ('硬件高级产品经理', 1),\n",
       " ('垂直电商产品经理', 1),\n",
       " ('eWMS/仓储管理系统产品经理', 1),\n",
       " ('产品专员/助理', 1),\n",
       " ('PTBU-高级产品经理', 1),\n",
       " ('数字营销PM', 1),\n",
       " ('LIMS产品经理', 1),\n",
       " ('产品拓展经理', 1),\n",
       " ('上市厂商产品经理', 1),\n",
       " ('亚马逊高级产品开发专员', 1),\n",
       " ('IOT产品经理', 1),\n",
       " ('产品增长运营', 1),\n",
       " ('RPA产品经理', 1),\n",
       " ('K12教学工具产品经理', 1),\n",
       " ('产品经理/系统工程师', 1),\n",
       " ('境外产品经理', 1),\n",
       " ('产品销售经理-广州', 1),\n",
       " ('电商物流产品经理', 1),\n",
       " ('私募产品经理', 1),\n",
       " ('产品经理-PTN', 1),\n",
       " ('代客代理中心产品经理岗', 1),\n",
       " ('医院后勤管理平台产品经理', 1),\n",
       " ('软件产品经理/高级经理', 1),\n",
       " ('企业微信产品策划经理', 1),\n",
       " ('穿戴甲产品经理', 1),\n",
       " ('云桌面终端产品经理', 1),\n",
       " ('产品总监', 1),\n",
       " ('客户端产品经理', 1),\n",
       " ('口腔产品经理', 1),\n",
       " ('整机产品经理', 1),\n",
       " ('产品推广技术经理', 1),\n",
       " ('项目发行PM', 1),\n",
       " ('高级产品PM', 1),\n",
       " ('产品经理/业务架构师', 1),\n",
       " ('CRM实施顾问&项目经理PM', 1),\n",
       " ('IT平台产品经理主管工程师', 1),\n",
       " ('品质PM', 1),\n",
       " ('支付产品经理', 1),\n",
       " ('充电-产品经理', 1),\n",
       " ('硬件高级产品经理/总监', 1),\n",
       " ('支付结算产品经理', 1),\n",
       " ('新能源产品经理', 1),\n",
       " ('项目负责人-出海工具', 1),\n",
       " ('产品经理/高级产品经理', 1),\n",
       " ('AI产品经理岗', 1),\n",
       " ('商业化产品经理-出海工具产品', 1),\n",
       " ('算法产品经理', 1),\n",
       " ('助理产品经理/产品经理', 1),\n",
       " ('产品高级专员', 1),\n",
       " ('产品策划专家II', 1),\n",
       " ('活动PM', 1),\n",
       " ('安全类产品经理', 1),\n",
       " ('产品经理/', 1),\n",
       " ('产品经理/专员', 1),\n",
       " ('供需调度产品经理', 1),\n",
       " ('产品经理Product', 1),\n",
       " ('产品核价师', 1),\n",
       " ('展业系统主任', 1),\n",
       " ('区域产品经理/专员', 1),\n",
       " ('BI产品经理', 1),\n",
       " ('智能机械硬件产品经理', 1),\n",
       " ('服务器产品经理', 1),\n",
       " ('企业支付产品经理', 1),\n",
       " ('水稻产品经理', 1),\n",
       " ('自动驾驶数据产品研发主管工程师', 1),\n",
       " ('高级产品/硬件产品经理', 1),\n",
       " ('PS/PM顾问', 1),\n",
       " ('产品经理-金融方向', 1),\n",
       " ('PM', 1),\n",
       " ('OTC产品经理', 1),\n",
       " ('数字化产品经理岗', 1),\n",
       " ('中级用户研究员', 1),\n",
       " ('神外产品销售经理', 1),\n",
       " ('产品经理/产品总监', 1),\n",
       " ('照明产品经理', 1),\n",
       " ('研究所数字化产品经理', 1),\n",
       " ('海外产品需求支持主任', 1),\n",
       " ('平台产品经理', 1),\n",
       " ('售后研发产品经理', 1),\n",
       " ('大数据产品经理', 1),\n",
       " ('安全产品经理', 1),\n",
       " ('产品总监-逆变器', 1),\n",
       " ('产品经理助理', 1),\n",
       " ('数据安全产品经理', 1),\n",
       " ('移动高级产品经理', 1),\n",
       " ('临床产品经理', 1),\n",
       " ('投资交易业务系统产品经理', 1),\n",
       " ('潮玩盲盒产品经理', 1),\n",
       " ('自动驾驶', 1),\n",
       " ('WXG11-微信读书高级产品策划', 1),\n",
       " ('区域产品经理/RPM', 1),\n",
       " ('Automation', 1),\n",
       " ('文创产品经理/主管', 1),\n",
       " ('消费者BU', 1),\n",
       " ('产品总监/高级产品经理', 1),\n",
       " ('IT产品经理岗', 1),\n",
       " ('产品经理/商品企划经理', 1),\n",
       " ('AI应用产品经理-知名保健公司', 1),\n",
       " ('游戏PM', 1),\n",
       " ('数据治理产品经理', 1),\n",
       " ('临床试验项目经理PM', 1),\n",
       " ('智能机械软件产品经理', 1),\n",
       " ('全国产品经理', 1),\n",
       " ('b端产品经理', 1),\n",
       " ('化妆品原料产品经理', 1),\n",
       " ('广花融资担保公司', 1),\n",
       " ('经营分析岗', 1),\n",
       " ('微生物检测产品经理', 1),\n",
       " ('解决方案产品经理', 1),\n",
       " ('B端产品经理G00941', 1),\n",
       " ('仓储产品方案工程师', 1),\n",
       " ('智慧环保产品经理', 1),\n",
       " ('互联网医疗产品经理', 1),\n",
       " ('Product', 1),\n",
       " ('产品策划经理', 1),\n",
       " ('营收产品经理', 1),\n",
       " ('运营商售前产品经理', 1),\n",
       " ('中级产品经理', 1),\n",
       " ('eWMS产品经理', 1),\n",
       " ('AI应用产品经理/港资企业正编/双休WLB', 1),\n",
       " ('数据产品经理-经营分析及供应链方向', 1),\n",
       " ('初级产品经理', 1),\n",
       " ('信息流产品经理', 1),\n",
       " ('游戏直播产品经理', 1),\n",
       " ('海外社交产品经理', 1),\n",
       " ('产品经理-海外', 1),\n",
       " ('高级产品经理/产品负责人', 1),\n",
       " ('软件开发产品经理', 1),\n",
       " ('产品运营经理', 1),\n",
       " ('自动驾驶数据产品测试主管工程师', 1),\n",
       " ('商家产品经理', 1),\n",
       " ('高级产品开发经理', 1),\n",
       " ('卡券工具平台产品经理', 1),\n",
       " ('护肤品产品开发经理', 1),\n",
       " ('NGS产品经理', 1),\n",
       " ('crm高级产品经理', 1),\n",
       " ('美食产品经理-主食/副食', 1)]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[(job_title.index[i], job_title.values[i] ) for i in range(len(job_title.index))]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "9e76a996",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('产品经理', 301),\n",
       " ('高级产品经理', 60),\n",
       " ('软件产品经理', 26),\n",
       " ('硬件产品经理', 15),\n",
       " ('电商产品经理', 15),\n",
       " ('数据产品经理', 14),\n",
       " ('AI产品经理', 13),\n",
       " ('AI应用产品经理', 8),\n",
       " ('数据中台产品经理', 7),\n",
       " ('医药产品经理', 6),\n",
       " ('金融产品经理', 5),\n",
       " ('B端供应链产品经理', 4),\n",
       " ('智能硬件产品经理', 4),\n",
       " ('', 4),\n",
       " ('海外产品经理', 4),\n",
       " ('B端产品经理', 4),\n",
       " ('产品经理/主管', 4),\n",
       " ('助理产品经理', 4),\n",
       " ('医疗信息化产品经理', 3),\n",
       " ('金融科技产品经理', 3),\n",
       " ('展业系统产品经理', 3),\n",
       " ('资深产品经理', 3),\n",
       " ('跨境电商产品经理', 3),\n",
       " ('售前产品经理', 3),\n",
       " ('OTC区域产品经理', 3),\n",
       " ('产品负责人', 3),\n",
       " ('高级数据产品经理', 3),\n",
       " ('产品经理岗', 3),\n",
       " ('医学产品经理', 3),\n",
       " ('供应链产品经理', 3),\n",
       " ('CRM产品经理', 3),\n",
       " ('产品主管', 2),\n",
       " ('数码产品经理', 2),\n",
       " ('暖通产品经理', 2),\n",
       " ('高级TMS产品经理', 2),\n",
       " ('海外软件产品经理', 2),\n",
       " ('产品规划经理', 2),\n",
       " ('风控产品经理', 2),\n",
       " ('产品主管/经理', 2),\n",
       " ('eWMS', 2),\n",
       " ('产品运营', 2),\n",
       " ('服务产品经理', 2),\n",
       " ('快消品产品经理', 2),\n",
       " ('产品经理/总监', 2),\n",
       " ('Assistant', 2),\n",
       " ('芯片产品经理', 2),\n",
       " ('高级硬件产品经理', 2),\n",
       " ('市场产品经理', 2),\n",
       " ('金融科技产品经理岗', 2),\n",
       " ('肾线助理产品经理', 2),\n",
       " ('物联网产品经理', 2),\n",
       " ('ERP产品经理', 2),\n",
       " ('MES产品经理', 2),\n",
       " ('化妆品产品经理', 2),\n",
       " ('区域产品经理', 2),\n",
       " ('高级WMS产品经理', 2),\n",
       " ('产品经理/产品高级经理', 2),\n",
       " ('电商硬件产品经理', 2),\n",
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       "                {\n",
       "                    \"name\": \"\\u4ed3\\u50a8\\u4ea7\\u54c1\\u65b9\\u6848\\u5de5\\u7a0b\\u5e08\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(87,11,0)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u667a\\u6167\\u73af\\u4fdd\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(119,18,88)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e92\\u8054\\u7f51\\u533b\\u7597\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(34,125,132)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Product\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(157,91,120)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4ea7\\u54c1\\u7b56\\u5212\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(28,8,125)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8425\\u6536\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(68,53,147)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8fd0\\u8425\\u5546\\u552e\\u524d\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(101,122,101)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4e2d\\u7ea7\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(25,139,144)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"eWMS\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(12,22,81)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"AI\\u5e94\\u7528\\u4ea7\\u54c1\\u7ecf\\u7406/\\u6e2f\\u8d44\\u4f01\\u4e1a\\u6b63\\u7f16/\\u53cc\\u4f11WLB\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(96,4,55)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6570\\u636e\\u4ea7\\u54c1\\u7ecf\\u7406-\\u7ecf\\u8425\\u5206\\u6790\\u53ca\\u4f9b\\u5e94\\u94fe\\u65b9\\u5411\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(99,15,22)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u521d\\u7ea7\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(131,96,10)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4fe1\\u606f\\u6d41\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(71,0,64)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6e38\\u620f\\u76f4\\u64ad\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(135,75,146)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6d77\\u5916\\u793e\\u4ea4\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(31,105,95)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4ea7\\u54c1\\u7ecf\\u7406-\\u6d77\\u5916\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(125,47,119)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ad8\\u7ea7\\u4ea7\\u54c1\\u7ecf\\u7406/\\u4ea7\\u54c1\\u8d1f\\u8d23\\u4eba\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(60,40,83)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8f6f\\u4ef6\\u5f00\\u53d1\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(4,152,1)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u4ea7\\u54c1\\u8fd0\\u8425\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(120,127,135)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u81ea\\u52a8\\u9a7e\\u9a76\\u6570\\u636e\\u4ea7\\u54c1\\u6d4b\\u8bd5\\u4e3b\\u7ba1\\u5de5\\u7a0b\\u5e08\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(95,14,63)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5546\\u5bb6\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(61,112,127)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ad8\\u7ea7\\u4ea7\\u54c1\\u5f00\\u53d1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(113,129,123)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5361\\u5238\\u5de5\\u5177\\u5e73\\u53f0\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(116,138,1)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u62a4\\u80a4\\u54c1\\u4ea7\\u54c1\\u5f00\\u53d1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(160,154,143)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"NGS\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(46,44,155)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"crm\\u9ad8\\u7ea7\\u4ea7\\u54c1\\u7ecf\\u7406\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(91,20,47)\"\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7f8e\\u98df\\u4ea7\\u54c1\\u7ecf\\u7406-\\u4e3b\\u98df/\\u526f\\u98df\",\n",
       "                    \"value\": null,\n",
       "                    \"textStyle\": {\n",
       "                        \"color\": \"rgb(51,79,4)\"\n",
       "                    }\n",
       "                }\n",
       "            ],\n",
       "            \"drawOutOfBound\": false,\n",
       "            \"textStyle\": {\n",
       "                \"emphasis\": {}\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u4ea7\\u54c1\\u7ecf\\u7406\\u540d\\u79f0-liepin-labels\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_8eefe1bbfc884c499a395ae4824d70f5.setOption(option_8eefe1bbfc884c499a395ae4824d70f5);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x1cd718ffbb0>"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 词云图\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import WordCloud\n",
    "from pyecharts.globals import SymbolType\n",
    "\n",
    "c = (\n",
    "    WordCloud()\n",
    "    .add(\"\",job_title_words,word_size_range =[20,100],shape= SymbolType.DIAMOND)\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"产品经理名称-liepin-labels\"))\n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3f3f381e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "72e73008",
   "metadata": {},
   "source": [
    "### job.requireEduLevel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "a1ca3bfe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "本科       312\n",
       "统招本科     249\n",
       "本科及以上     74\n",
       "大专        72\n",
       "学历不限      30\n",
       "硕士        30\n",
       "大专及以上     21\n",
       "硕士及以上     13\n",
       "Name: job.requireEduLevel, dtype: int64"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.requireEduLevel'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "46e9dc36",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "本科       312\n",
       "统招本科     249\n",
       "本科及以上     74\n",
       "大专        72\n",
       "学历不限      30\n",
       "硕士        30\n",
       "大专及以上     21\n",
       "硕士及以上     13\n",
       "Name: job.requireEduLevel, dtype: int64"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.requireEduLevel'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "be757b89",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "100-499人       199\n",
       "500-999人       121\n",
       "5000-10000人    116\n",
       "2000-5000人     103\n",
       "10000人以上        81\n",
       "1000-2000人      72\n",
       "1-49人           48\n",
       "50-99人          46\n",
       "Name: comp.compScale, dtype: int64"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['comp.compScale'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "3e6a6d25",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['100-499人',\n",
       " '500-999人',\n",
       " '5000-10000人',\n",
       " '2000-5000人',\n",
       " '10000人以上',\n",
       " '1000-2000人',\n",
       " '1-49人',\n",
       " '50-99人']"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['comp.compScale'].value_counts().index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "458e5fea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[199, 121, 116, 103, 81, 72, 48, 46]"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['comp.compScale'].value_counts().values.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "446e5499",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pyecharts.options as opts\n",
    "from pyecharts.charts import Pie\n",
    "\n",
    "\"\"\"\n",
    "Gallery 使用 pyecharts 1.1.0\n",
    "参考地址: https://echarts.apache.org/examples/editor.html?c=pie-doughnut\n",
    "\n",
    "目前无法实现的功能:\n",
    "\n",
    "1、迷之颜色映射的问题\n",
    "\"\"\"\n",
    "\n",
    "x_data = [\"直接访问\", \"邮件营销\", \"联盟广告\", \"视频广告\", \"搜索引擎\"]\n",
    "y_data = [335, 310, 274, 235, 400]\n",
    "data_pair = [list(z) for z in zip(x_data, y_data)]\n",
    "data_pair.sort(key=lambda x: x[1])\n",
    "\n",
    "(\n",
    "    Pie(init_opts=opts.InitOpts(bg_color=\"#2c343c\"))\n",
    "    .add(\n",
    "        series_name=\"访问来源\",\n",
    "        data_pair=data_pair,\n",
    "        rosetype=\"radius\",\n",
    "        radius=\"55%\",\n",
    "        center=[\"50%\", \"50%\"],\n",
    "        label_opts=opts.LabelOpts(is_show=False, position=\"center\"),\n",
    "    )\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(\n",
    "            title=\"Customized Pie\",\n",
    "            pos_left=\"center\",\n",
    "            pos_top=\"20\",\n",
    "            title_textstyle_opts=opts.TextStyleOpts(color=\"#fff\"),\n",
    "        ),\n",
    "        legend_opts=opts.LegendOpts(is_show=False),\n",
    "    )\n",
    "    .set_series_opts(\n",
    "        tooltip_opts=opts.TooltipOpts(\n",
    "            trigger=\"item\", formatter=\"{a} <br/>{b}: {c} ({d}%)\"\n",
    "        ),\n",
    "        label_opts=opts.LabelOpts(color=\"rgba(255, 255, 255, 0.3)\"),\n",
    "    )\n",
    "#    .render(\"customized_pie.html\")\n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7bc8f4b1",
   "metadata": {},
   "source": [
    "### 分组运算\n",
    "* 在不同的类别下统计数量或聚合运算"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "52be3404",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>comp.compScale</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"8\" valign=\"top\">大专</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100-499人</th>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10000人以上</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50-99人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500-999人</th>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"8\" valign=\"top\">大专及以上</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100-499人</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10000人以上</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50-99人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500-999人</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"8\" valign=\"top\">学历不限</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100-499人</th>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10000人以上</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50-99人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500-999人</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"8\" valign=\"top\">本科</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100-499人</th>\n",
       "      <td>77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10000人以上</th>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50-99人</th>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500-999人</th>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"7\" valign=\"top\">本科及以上</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100-499人</th>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500-999人</th>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"8\" valign=\"top\">硕士</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100-499人</th>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10000人以上</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50-99人</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500-999人</th>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">硕士及以上</th>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50-99人</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500-999人</th>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"8\" valign=\"top\">统招本科</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100-499人</th>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10000人以上</th>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50-99人</th>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>500-999人</th>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                    comp.compScale\n",
       "job.requireEduLevel comp.compScale                \n",
       "大专                  1-49人                        9\n",
       "                    100-499人                    20\n",
       "                    1000-2000人                   6\n",
       "                    10000人以上                     6\n",
       "                    2000-5000人                   7\n",
       "                    50-99人                      10\n",
       "                    500-999人                     7\n",
       "                    5000-10000人                  7\n",
       "大专及以上               1-49人                        4\n",
       "                    100-499人                     3\n",
       "                    1000-2000人                   1\n",
       "                    10000人以上                     4\n",
       "                    2000-5000人                   2\n",
       "                    50-99人                       1\n",
       "                    500-999人                     3\n",
       "                    5000-10000人                  3\n",
       "学历不限                1-49人                        5\n",
       "                    100-499人                    12\n",
       "                    1000-2000人                   1\n",
       "                    10000人以上                     3\n",
       "                    2000-5000人                   1\n",
       "                    50-99人                       1\n",
       "                    500-999人                     2\n",
       "                    5000-10000人                  4\n",
       "本科                  1-49人                        9\n",
       "                    100-499人                    77\n",
       "                    1000-2000人                  42\n",
       "                    10000人以上                    38\n",
       "                    2000-5000人                  37\n",
       "                    50-99人                      19\n",
       "                    500-999人                    47\n",
       "                    5000-10000人                 36\n",
       "本科及以上               1-49人                        9\n",
       "                    100-499人                    17\n",
       "                    1000-2000人                   3\n",
       "                    10000人以上                    10\n",
       "                    2000-5000人                   7\n",
       "                    500-999人                    13\n",
       "                    5000-10000人                 11\n",
       "硕士                  1-49人                        2\n",
       "                    100-499人                     8\n",
       "                    1000-2000人                   1\n",
       "                    10000人以上                     2\n",
       "                    2000-5000人                   3\n",
       "                    50-99人                       2\n",
       "                    500-999人                     4\n",
       "                    5000-10000人                  8\n",
       "硕士及以上               1000-2000人                   1\n",
       "                    2000-5000人                   3\n",
       "                    50-99人                       1\n",
       "                    500-999人                     8\n",
       "统招本科                1-49人                       10\n",
       "                    100-499人                    62\n",
       "                    1000-2000人                  17\n",
       "                    10000人以上                    18\n",
       "                    2000-5000人                  43\n",
       "                    50-99人                      12\n",
       "                    500-999人                    37\n",
       "                    5000-10000人                 47"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz.groupby(['job.requireEduLevel','comp.compScale']).agg({'comp.compScale':'count'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "06f2270f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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